{"id":"W4412986702","doi":"10.1109/itec63604.2025.11098105","title":"Design of Half Shafts for McMaster EcoCAR EV Considering Driveline Articulation Simulations","year":2025,"lang":"en","type":"article","venue":"","topic":"Electric and Hybrid Vehicle Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Canada Excellence Research Chairs, Government of Canada","keywords":"Powertrain; Articulation (sociology); Computer science; Automotive engineering; Engineering; Physics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003703095,0.0004095513,0.0003325459,0.0004655254,0.0003218582,0.0006220609,0.0007420594,0.0005847736,0.00588869],"category_scores_gemma":[0.0006892423,0.0002619604,0.0003963636,0.0001814409,0.0002279022,0.0003207692,0.0004123618,0.0002505685,0.0008985389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004569965,"about_ca_system_score_gemma":0.0007679683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005243483,"about_ca_topic_score_gemma":0.004878871,"domain_scores_codex":[0.9998841,0.00002843767,0.000005745671,0.00001523565,0.00004773353,0.00001882704],"domain_scores_gemma":[0.9997671,0.00006829733,0.00003598155,0.00002580379,0.00008536019,0.00001745345],"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":[0.0001155557,0.00003136149,0.001467579,0.0001643488,0.00001172489,0.0001548488,0.00009164294,0.9479814,0.01150973,0.004042427,0.0004966612,0.03393273],"study_design_scores_gemma":[0.00001201459,0.0001156428,0.0004078682,0.00001611486,0.000007814793,0.00003667552,0.00004882974,0.9919407,0.003510033,0.0004105498,0.003486332,0.000007557387],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1946858,0.0002425546,0.7828584,0.0001230377,0.00005069463,0.0002228093,0.0002515822,0.0009770001,0.0205881],"genre_scores_gemma":[0.9341556,0.0001092327,0.06130506,0.00001283338,0.000004019107,0.0001119465,0.0001013301,0.00007683303,0.004123187],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00588869,"threshold_uncertainty_score":0.01969969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.023647632888911,"score_gpt":0.2517578077784669,"score_spread":0.2281101748895559,"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."}}