{"id":"W4402255331","doi":"10.32920/26950432","title":"On-Demand Public Transit Systems: Demand Analysis, Network Modelling, and Sustainability Evaluation","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Transportation Planning and Optimization","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Public transport; Transit (satellite); Transit system; Environmental economics; Demand management; Business; On demand; Transport engineering; Computer science; Economics; Engineering; Commerce","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002601055,0.0008027649,0.000583122,0.001169748,0.0005269618,0.002628581,0.00111325,0.001201015,0.004728381],"category_scores_gemma":[0.008127745,0.0004976547,0.0006041943,0.002261299,0.0005721219,0.003199629,0.001127784,0.0009438948,0.0004089128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007900169,"about_ca_system_score_gemma":0.003184227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08596545,"about_ca_topic_score_gemma":0.0723568,"domain_scores_codex":[0.998354,0.0009058662,0.00005373038,0.000143885,0.0003888233,0.0001537961],"domain_scores_gemma":[0.9965286,0.002245134,0.0002592169,0.0002031114,0.0006724485,0.00009149578],"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":[0.0001789571,0.0004625117,0.01934773,0.0004144157,0.00008752,0.0000955321,0.000436289,0.8601865,0.001172918,0.04304561,0.00617002,0.06840204],"study_design_scores_gemma":[0.00001204317,0.0001519888,0.005125121,0.00004708334,0.00001751017,0.00002023576,0.0008703063,0.9810899,0.0005649956,0.008118187,0.003966116,0.00001654834],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7387569,0.002061462,0.1615981,0.004245468,0.0001210956,0.0008095836,0.006358959,0.0003540103,0.08569451],"genre_scores_gemma":[0.9624448,0.001889806,0.02379592,0.00007274119,0.00004716777,0.0002498187,0.002624316,0.00007622899,0.008799289],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08596545,"threshold_uncertainty_score":0.1709301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03881623130140239,"score_gpt":0.3255437571402695,"score_spread":0.2867275258388671,"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."}}