{"id":"W4312806925","doi":"10.1504/ijvd.2022.127014","title":"A mathematical model for vibration analysis of a parallel hybrid electric bus powertrain","year":2022,"lang":"en","type":"article","venue":"International Journal of Vehicle Design","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; University of Alberta","funders":"","keywords":"Powertrain; Engineering; Flywheel; Vibration; Automotive engineering; Rotor (electric); Drivetrain; Clutch; Bearing (navigation); Modular design; Structural engineering; Torque; Computer science; Mechanical 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005205616,0.00007087264,0.0002291059,0.0006589123,0.00003103989,0.00002645896,0.000284942,0.00001645846,0.00007918798],"category_scores_gemma":[0.00004977305,0.00007059552,0.0003100748,0.0003389715,0.000007253392,0.00008150168,0.00002042034,0.0001191193,7.653313e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001174268,"about_ca_system_score_gemma":0.00004367295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002426728,"about_ca_topic_score_gemma":9.068794e-7,"domain_scores_codex":[0.998937,0.00003220914,0.0004289688,0.0000671138,0.0004358256,0.00009891368],"domain_scores_gemma":[0.99937,0.0001277145,0.0001629234,0.00007256033,0.0002300905,0.00003669482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007754039,0.00008490834,0.00004363665,0.000005081944,0.001871111,0.000008998274,0.0001989148,0.9737438,0.02177177,0.0009606843,0.0001956942,0.00103787],"study_design_scores_gemma":[0.0003308334,0.00008582082,0.000216521,0.000003989289,0.0004455057,0.00002206429,0.00003102535,0.9929076,0.000962627,0.00491348,0.00001495519,0.00006558547],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1765004,0.00004392858,0.8231618,0.0001033966,0.00005440669,0.00005251137,0.00002470013,0.00000957782,0.00004927361],"genre_scores_gemma":[0.9799253,0.000014031,0.01991619,0.00003137459,0.00002745734,0.000009719629,0.00001198848,0.00001258959,0.00005137116],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8034249,"threshold_uncertainty_score":0.2878802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01848890470674779,"score_gpt":0.2463865289813348,"score_spread":0.227897624274587,"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."}}