{"id":"W4403556658","doi":"10.1002/net.22251","title":"Layered Graph Models for the Electric Vehicle Routing Problem With Nonlinear Charging Functions","year":2024,"lang":"en","type":"article","venue":"Networks","topic":"Vehicle Routing Optimization Methods","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal","funders":"","keywords":"Vehicle routing problem; Nonlinear system; Electric vehicle; Computer science; Graph; Mathematical optimization; Routing (electronic design automation); Mathematics; Computer network; Theoretical computer science; Physics; Power (physics)","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":[0.0005034655,0.0001609924,0.0001316789,0.00008713867,0.0002561093,0.0001708316,0.0001329561,0.00009074459,0.000009972554],"category_scores_gemma":[0.00001214322,0.0001174178,0.00007325649,0.0009352376,0.00001500538,0.0001701172,0.0000173299,0.0003607327,0.000004711252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005304358,"about_ca_system_score_gemma":0.00002490188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006503508,"about_ca_topic_score_gemma":0.000007100391,"domain_scores_codex":[0.9990315,0.00003324433,0.0002011291,0.0002177225,0.0001189414,0.0003974359],"domain_scores_gemma":[0.9992391,0.0004274222,0.00002370615,0.0002039775,0.00005740496,0.00004834421],"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":[0.000007901795,0.000004603713,0.00003962453,0.00003533757,0.00008458628,0.00000104279,0.0001420949,0.9730016,0.0001238579,0.0009239098,0.0006630578,0.02497239],"study_design_scores_gemma":[0.0001842363,0.00002771521,0.00002115737,0.00008453566,0.00006040674,0.000007630428,0.00003892422,0.9976991,0.00007278398,0.0002178611,0.001427623,0.0001580604],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001557989,0.002294344,0.9929009,0.0001783415,0.0003531922,0.0004583375,0.000004843419,0.001087131,0.001164905],"genre_scores_gemma":[0.9171853,0.0001413567,0.08129497,0.0000634559,0.0006946359,0.0001920538,0.00001793573,0.0001255506,0.0002847596],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9156273,"threshold_uncertainty_score":0.4788161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01574892732192645,"score_gpt":0.2359888087959141,"score_spread":0.2202398814739877,"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."}}