{"id":"W2189140217","doi":"10.4018/978-1-61350-086-6.ch002","title":"Vehicle Routing Models and Algorithms for Winter Road Spreading Operations","year":2011,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Vehicle Routing Optimization Methods","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Routing (electronic design automation); Truck; Key (lock); Computer science; Vehicle routing problem; Limiting; Transport engineering; Operations research; Engineering; Computer network; Computer security","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":[0.000247121,0.0004031208,0.0004226413,0.00006853305,0.0001509253,0.0001298147,0.0001845039,0.0003878257,0.00001860271],"category_scores_gemma":[0.00002649474,0.0004536685,0.0001350867,0.00001491308,0.00005008249,0.0001281778,0.00009458164,0.000242336,0.00001537106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001786359,"about_ca_system_score_gemma":0.00003924334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003843317,"about_ca_topic_score_gemma":0.00002683911,"domain_scores_codex":[0.9986552,0.00001742372,0.0004383172,0.0003937601,0.0001447589,0.000350519],"domain_scores_gemma":[0.9993166,0.00004503367,0.00006189795,0.0003160216,0.0001183562,0.0001420999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000009771084,0.00000360807,0.000006620167,0.00008462874,0.0001759358,0.000005407019,0.0004129628,0.1128795,0.00009270602,0.8415467,0.0002514082,0.04453077],"study_design_scores_gemma":[0.0004251192,0.00003882561,0.000006702776,0.0002696679,0.0001181348,0.0000248507,0.00001355549,0.9157898,0.0002091494,0.08136117,0.00114971,0.0005933199],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.0001106301,0.0001943108,0.4379618,0.00000793169,0.00029806,0.0003801412,0.0001179098,0.0003596605,0.5605696],"genre_scores_gemma":[0.4240275,0.00003943259,0.5004225,0.0003047494,0.001003707,0.0001486932,0.00003822769,0.0005238834,0.07349136],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8029103,"threshold_uncertainty_score":0.9997915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04654899351961165,"score_gpt":0.2782467845328216,"score_spread":0.23169779101321,"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."}}