{"id":"W4254246130","doi":"10.32920/ryerson.14652099.v1","title":"The Bus Stops Here: Rethinking Our Approach to Bus Transit","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Public transport; Transit (satellite); Bus rapid transit; Transport engineering; Key (lock); Perception; Service (business); Sustainability; Business; Transit system; Computer science; Public relations; Engineering; Marketing; Political science; Computer security; Psychology","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":[0.007302986,0.0006476472,0.0004948424,0.002949996,0.01625832,0.01552792,0.00278216,0.003768801,0.005689866],"category_scores_gemma":[0.007825724,0.0004487167,0.0004822439,0.002418082,0.04218151,0.01135865,0.006837807,0.008377498,0.0005784793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03661904,"about_ca_system_score_gemma":0.01532068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3084742,"about_ca_topic_score_gemma":0.5052779,"domain_scores_codex":[0.9934403,0.004640107,0.0001416235,0.0004776035,0.0006031996,0.0006971903],"domain_scores_gemma":[0.9950888,0.002339444,0.0002659447,0.0003717077,0.0009063724,0.001027698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00002153015,0.00001901817,0.001886512,0.0001672015,0.00000975163,0.0003726328,0.6987882,0.000380662,0.000525874,0.2696131,0.01128368,0.01693182],"study_design_scores_gemma":[0.000007941831,0.00005285985,0.003463201,0.0003891118,0.00002742882,0.000322873,0.5229737,0.0008285569,0.0003817141,0.04219527,0.4293097,0.00004770337],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2822964,0.01902228,0.06123146,0.4166107,0.005153971,0.0001973947,0.0003097536,0.000360619,0.2148176],"genre_scores_gemma":[0.9488214,0.007000264,0.009740928,0.008376717,0.000687955,0.00006915532,0.00008806567,0.0002295054,0.02498601],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3084742,"threshold_uncertainty_score":0.6133574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05969652544731322,"score_gpt":0.3207042138200832,"score_spread":0.2610076883727699,"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."}}