{"id":"W4387059255","doi":"10.3390/en16196809","title":"Advances in Vehicle and Powertrain Efficiency of Long-Haul Commercial Vehicles: A Review","year":2023,"lang":"en","type":"review","venue":"Energies","topic":"Electric and Hybrid Vehicle Technologies","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Simon Fraser University","funders":"","keywords":"Powertrain; Truck; Automotive engineering; Fuel efficiency; Electrification; Greenhouse gas; Diesel fuel; Engineering; Electricity; Torque","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000265465,0.0003284031,0.001487911,0.0003066008,0.00002808628,0.00001284183,0.000349166,0.0001870708,0.000006873504],"category_scores_gemma":[0.0001098326,0.0002810229,0.0001572362,0.0008962884,0.0001348978,0.00008404617,0.0001014794,0.0003889357,0.00001557467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000512375,"about_ca_system_score_gemma":0.00004455457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001761773,"about_ca_topic_score_gemma":0.0000601746,"domain_scores_codex":[0.9985899,0.00005167619,0.0006248778,0.0002504801,0.0001584136,0.0003246901],"domain_scores_gemma":[0.9992689,0.0002782686,0.0001162786,0.0002878011,0.00001847992,0.00003030193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[5.735404e-7,0.00001067645,0.00001435719,0.06007808,0.00002022408,0.00002571765,0.00001539807,0.0001098724,5.057227e-7,0.0002462486,0.0004989931,0.9389793],"study_design_scores_gemma":[0.0001968344,0.00009123455,0.00008577394,0.1009173,0.00024374,0.0000315244,0.00003168463,0.000206778,0.00004524501,0.0002213615,0.8972379,0.000690644],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005367908,0.9977643,0.00001044139,0.00001934575,0.00009600439,0.0003244457,0.00001670546,0.0005681735,0.0006638026],"genre_scores_gemma":[0.0006593958,0.9990183,0.0000428715,0.00001101905,0.00003046657,0.00009353303,0.00001364829,0.00006237552,0.00006843846],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9382887,"threshold_uncertainty_score":0.9999642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02404363513706909,"score_gpt":0.3033805879938091,"score_spread":0.27933695285674,"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."}}