{"id":"W7116980251","doi":"10.1016/j.omega.2025.103496","title":"The stochastic production routing problem with adaptive routing and service level constraints","year":2025,"lang":"en","type":"article","venue":"Omega","topic":"Vehicle Routing Optimization Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal","funders":"Natural Sciences and Engineering Research Council of Canada; Healthcare Excellence Canada","keywords":"Routing (electronic design automation); Production (economics); Service (business); Service level; Multipath routing","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":[0.001463856,0.001084291,0.001002915,0.0005494022,0.0005296402,0.001254853,0.001155723,0.001755377,0.002569854],"category_scores_gemma":[0.002813924,0.0007818305,0.0009446524,0.0009543661,0.0008020641,0.001048236,0.0008782788,0.001164309,0.000242497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001396908,"about_ca_system_score_gemma":0.00194558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006851966,"about_ca_topic_score_gemma":0.004858999,"domain_scores_codex":[0.9989693,0.0004206888,0.00004634177,0.0002479221,0.0001635648,0.0001523053],"domain_scores_gemma":[0.9985731,0.001007839,0.000187298,0.00005503274,0.0001194087,0.00005741457],"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":[0.00001273509,0.000009474117,0.0001071589,0.00002346538,0.000008868828,0.00003659053,0.000009190479,0.9912411,0.0003468542,0.004482212,0.0002237546,0.003498536],"study_design_scores_gemma":[0.000007683943,0.00001722306,0.00006444028,0.000003109065,0.000004371328,0.00001680102,0.000008120809,0.9958071,0.0001519558,0.003571678,0.0003434677,0.000004090879],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02211277,0.0001738366,0.9737154,0.0003966589,0.00003704653,0.00009105144,0.0001568648,0.0001242854,0.003192076],"genre_scores_gemma":[0.6603621,0.0005416765,0.3311011,0.0001968382,0.00009158964,0.0004566101,0.0004594495,0.0001111243,0.006679608],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006851966,"threshold_uncertainty_score":0.01362419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02164539655045776,"score_gpt":0.2463570445071964,"score_spread":0.2247116479567386,"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."}}