{"id":"W4293764791","doi":"10.1061/9780784484340.022","title":"Sustainability, Scalability, and Resiliency of the Town of Innisfil Mobility-on-Demand Experiment: Preliminary Results, Analyses, and Lessons Learned","year":2022,"lang":"en","type":"article","venue":"International Conference on Transportation and Development 2022","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Public transport; Sustainability; Transport engineering; Transit (satellite); Subsidy; Environmental economics; Service (business); Business; Work (physics); General partnership; Computer science; Engineering; Economics; Marketing; Finance","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":[0.001958608,0.000488015,0.000325282,0.0003353835,0.001331168,0.0009337416,0.0009260014,0.0006652663,0.003797756],"category_scores_gemma":[0.00339624,0.0002312203,0.0005352854,0.0004502446,0.001437361,0.001236455,0.001148829,0.001243531,0.0004499998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003500941,"about_ca_system_score_gemma":0.001846079,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07396272,"about_ca_topic_score_gemma":0.1299749,"domain_scores_codex":[0.9989427,0.0003248485,0.00002997856,0.0001535571,0.0002817605,0.0002671609],"domain_scores_gemma":[0.9978309,0.0008031505,0.0001821386,0.0003390676,0.0004030837,0.0004416088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02133489,0.05689043,0.3282288,0.001738829,0.001048182,0.004648794,0.009087982,0.1880593,0.1366571,0.04080332,0.04055688,0.1709455],"study_design_scores_gemma":[0.00442204,0.04113286,0.4963792,0.0002228989,0.0005818979,0.0006134964,0.01686539,0.2526781,0.07130549,0.02470873,0.0904925,0.0005973094],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865433,0.00003817038,0.001829464,0.0005191471,0.00002699926,0.0004667247,0.0009371609,0.0001188256,0.009520081],"genre_scores_gemma":[0.9898624,0.00009098685,0.004221892,0.0001738635,0.00002636919,0.0005854902,0.001237101,0.00003851505,0.003763426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9260373,"threshold_uncertainty_score":0.1470644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0884744650519165,"score_gpt":0.3930755411915912,"score_spread":0.3046010761396747,"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."}}