{"id":"W7130678558","doi":"10.1109/vppc66000.2025.11392880","title":"Comparative Study on Motor Selection for Off-Road Vehicles Based on Dynamic Performance Criteria","year":2025,"lang":"","type":"article","venue":"","topic":"Electric Motor Design and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Selection (genetic algorithm); Induction motor; Key (lock); Efficient energy use; Energy (signal processing); Torque","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000373731,0.0004964636,0.0006974828,0.0008027887,0.0003739898,0.0001500209,0.0002385669,0.000155374,0.0002305632],"category_scores_gemma":[0.00003419514,0.0004808996,0.0002421242,0.001261837,0.00002660567,0.0001346368,0.00001486112,0.0003507065,0.00005737031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005160196,"about_ca_system_score_gemma":0.0001060541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004142232,"about_ca_topic_score_gemma":0.00005620792,"domain_scores_codex":[0.9978347,0.0001525375,0.0005703947,0.0006244605,0.0002981939,0.0005197586],"domain_scores_gemma":[0.9989569,0.0003327613,0.0000835623,0.0003576683,0.0001788618,0.00009030708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.005287919,0.008024782,0.01108721,0.0014479,0.004006788,0.000005748601,0.002120761,0.1973937,0.1028699,0.0004707568,0.009633901,0.6576506],"study_design_scores_gemma":[0.001890501,0.00397994,0.03296452,0.0001787854,0.0003323155,1.836107e-7,0.0001712099,0.953508,0.006231178,0.00001166668,0.0003267941,0.0004049639],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9388455,0.0002081083,0.05199343,0.0001349374,0.0004525788,0.002301894,0.00002268323,0.0002714418,0.005769379],"genre_scores_gemma":[0.990688,0.00005108177,0.0008553632,0.0001974089,0.00007033231,0.000340313,0.00001687206,0.00003667092,0.007743966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7561142,"threshold_uncertainty_score":0.9997643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0170729298360505,"score_gpt":0.2871073547317757,"score_spread":0.2700344248957252,"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."}}