{"id":"W4408011718","doi":"10.1016/j.energy.2025.135128","title":"Real-world steep drive cycles and gradeability performance analysis of hybrid electric and conventional class 8 regional-haul truck","year":2025,"lang":"en","type":"article","venue":"Energy","topic":"Electric and Hybrid Vehicle Technologies","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; University of Alberta; Transport Canada","keywords":"Truck; Class (philosophy); Automotive engineering; World class; Engineering; Environmental science; Transport engineering; Computer science; Manufacturing engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0002327084,0.0003576613,0.0001485501,0.0004995633,0.0001656097,0.0003334717,0.0002683482,0.0002530997,0.0006330328],"category_scores_gemma":[0.0005512959,0.0001526826,0.0002585795,0.0003899632,0.0002117446,0.0003996931,0.0001647967,0.0001673089,0.0001446559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005461645,"about_ca_system_score_gemma":0.0001759112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0124775,"about_ca_topic_score_gemma":0.01635519,"domain_scores_codex":[0.9999216,0.00001366696,0.000005607604,0.00001959139,0.00002170678,0.00001787306],"domain_scores_gemma":[0.999755,0.00008866633,0.00003760313,0.00002945809,0.00007396524,0.00001523365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0007319556,0.000288856,0.05294304,0.00008207108,0.00004897632,0.0002477994,0.0001183371,0.9027924,0.01825885,0.0009090845,0.0005737903,0.02300469],"study_design_scores_gemma":[0.00001452155,0.0004723038,0.046462,0.000006812866,0.0000262662,0.00006330297,0.0002210644,0.9391,0.01264999,0.0003563886,0.0006016486,0.00002579003],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979789,0.00001203179,0.001229395,0.000003935404,0.000001069153,0.000007302659,0.0001126058,0.00001444785,0.0006404315],"genre_scores_gemma":[0.9992529,0.0000110651,0.000365461,9.39663e-7,2.656471e-7,0.000003120531,0.0001671385,0.000003229484,0.0001959478],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0124775,"threshold_uncertainty_score":0.02480972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006557426725445713,"score_gpt":0.2134381957279301,"score_spread":0.2068807690024844,"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."}}