{"id":"W4398142670","doi":"10.1080/03081060.2024.2354492","title":"Development of a dynamic traffic microsimulator for on-demand transit operations within an integrated modelling system","year":2024,"lang":"en","type":"article","venue":"Transportation Planning and Technology","topic":"Transportation Planning and Optimization","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Transit (satellite); Transport engineering; Transit system; Computer science; Public transport; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0003552452,0.0006060237,0.0004641531,0.0003145291,0.0003884294,0.000595497,0.001033451,0.0004960743,0.002813466],"category_scores_gemma":[0.0005630211,0.0003429706,0.0006608734,0.0002102785,0.0002182883,0.0005818568,0.0006018792,0.0006523646,0.0005801243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006137353,"about_ca_system_score_gemma":0.001080371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009234827,"about_ca_topic_score_gemma":0.006764972,"domain_scores_codex":[0.9998626,0.00003292768,0.000008781172,0.00002922319,0.00004618397,0.00002033825],"domain_scores_gemma":[0.9998049,0.0000595598,0.00002404367,0.00003357067,0.00005565017,0.00002222853],"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":[0.00004237705,0.00006344718,0.001006892,0.00003525821,0.00002933137,0.00003762958,0.00004168812,0.9759611,0.006618785,0.002977268,0.0003300068,0.01285622],"study_design_scores_gemma":[0.000006722082,0.00002445272,0.0001156385,0.000002399179,0.000006350123,0.000006467887,0.000006688618,0.9963321,0.002041806,0.0002106842,0.001242344,0.000004341183],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1019831,0.00005621555,0.8844389,0.00009716624,0.00005533494,0.0002116424,0.0003919298,0.004069048,0.008696696],"genre_scores_gemma":[0.7301404,0.0001301246,0.2641942,0.00003416653,0.00001365691,0.0004787893,0.0006337017,0.0003241506,0.004050689],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009234827,"threshold_uncertainty_score":0.0183621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02269753070049225,"score_gpt":0.2947177015103841,"score_spread":0.2720201708098918,"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."}}