{"id":"W2947684706","doi":"10.1109/ccsse.2018.8724747","title":"Stochastic Dynamic Model of City Bus Routes and Their Optimum Management","year":2018,"lang":"en","type":"article","venue":"","topic":"Transportation Planning and Optimization","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Revenue; Computer science; Mathematical optimization; Operations research; Revenue management; Stochastic modelling; Engineering; Mathematics; Finance","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009206832,0.0007722353,0.0009532497,0.0007355665,0.0005066603,0.001766443,0.001935921,0.0015174,0.00439305],"category_scores_gemma":[0.002476697,0.0007420177,0.0008549091,0.001158874,0.000977376,0.001627538,0.0007617464,0.001183244,0.0006499311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002330843,"about_ca_system_score_gemma":0.001560309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02052608,"about_ca_topic_score_gemma":0.01368886,"domain_scores_codex":[0.9991651,0.0002839496,0.00002703384,0.0001691461,0.0002013245,0.000153562],"domain_scores_gemma":[0.9991797,0.0002965475,0.0002364049,0.00004686983,0.0001634602,0.00007707289],"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":[0.000006400742,0.000005775258,0.0001161606,0.00000756289,0.000007409343,0.00002497608,0.000008871899,0.9698826,0.000154614,0.02871504,0.000267243,0.0008032867],"study_design_scores_gemma":[0.000004493943,0.000007265598,0.00009145476,0.000002550492,0.000003587831,0.00001067146,0.000007503428,0.9934521,0.00003727783,0.005756437,0.0006207505,0.000005990944],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.038431,0.000447856,0.9472766,0.0007116983,0.00007198874,0.00006890721,0.0005151163,0.0001812559,0.01229553],"genre_scores_gemma":[0.9251934,0.00125643,0.05151704,0.0001696043,0.0000989578,0.0003147525,0.0006987639,0.000120854,0.02063026],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02052608,"threshold_uncertainty_score":0.04081321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01934975667227732,"score_gpt":0.2738869176320855,"score_spread":0.2545371609598082,"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."}}