{"id":"W4383955260","doi":"10.3390/vehicles5030045","title":"Design and Experimental Evaluation of a Scaled Modular Testbed Platform for the Drivetrain of Electric Vehicles","year":2023,"lang":"en","type":"article","venue":"Vehicles","topic":"Real-time simulation and control systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Testbed; Drivetrain; Modular design; Powertrain; Automotive engineering; Computer science; Torque; Embedded system; Hardware-in-the-loop simulation; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001077341,0.0007567273,0.0004137884,0.0005352002,0.0003488087,0.0005414619,0.001146152,0.0005401668,0.002903399],"category_scores_gemma":[0.00123142,0.0002483392,0.0003844834,0.0002190768,0.0005527214,0.0008414501,0.000809248,0.0005549997,0.0006124597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003756414,"about_ca_system_score_gemma":0.0005832799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005479588,"about_ca_topic_score_gemma":0.0005796317,"domain_scores_codex":[0.9995153,0.00008863864,0.00002869679,0.00009711387,0.0001665813,0.0001036437],"domain_scores_gemma":[0.999164,0.0001285198,0.00009235785,0.0001586378,0.0002795383,0.0001770647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001947007,0.003545689,0.0129,0.001670004,0.0001562763,0.001692942,0.0008058621,0.1060171,0.7652604,0.006167915,0.003372893,0.09646393],"study_design_scores_gemma":[0.000765354,0.03219885,0.03199925,0.0001623271,0.0001958874,0.0006065434,0.0007805817,0.2437195,0.6486918,0.001865861,0.03885261,0.0001614458],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8623174,0.0002220416,0.1245892,0.0001440484,0.0003085777,0.002057419,0.0007225563,0.001701367,0.007937363],"genre_scores_gemma":[0.9550027,0.0001209123,0.04076607,0.00003962834,0.00001366798,0.0009353813,0.0004781793,0.00009031423,0.002553073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002903399,"threshold_uncertainty_score":0.009712875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04171550149620527,"score_gpt":0.2754465086059056,"score_spread":0.2337310071097003,"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."}}