{"id":"W4384565122","doi":"10.1016/j.cstp.2023.101051","title":"Rationale for governance and effective guidelines towards attainment of shared e-scooter micromobility benefits in Windsor, Ontario","year":2023,"lang":"en","type":"article","venue":"Case Studies on Transport Policy","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"TRIPS architecture; Windsor; Downtown; Geography; Population; Demography; Mediation; Socioeconomics; Transport engineering; Demographic economics; Engineering; Environmental science; Economics; Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009043791,0.0001739056,0.0003958478,0.00008593949,0.0002551908,0.000009307722,0.0001126511,0.0000822501,0.00002190544],"category_scores_gemma":[0.0002516011,0.000157498,0.0001249054,0.0004195855,0.0003506736,0.000161157,0.00001427229,0.00009340349,0.000001507136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000372453,"about_ca_system_score_gemma":0.0003585101,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05639559,"about_ca_topic_score_gemma":0.5935095,"domain_scores_codex":[0.9984589,0.00003896932,0.0005237355,0.0004081095,0.0002514916,0.0003187829],"domain_scores_gemma":[0.9991817,0.0001955918,0.0001290464,0.0001677516,0.0002504968,0.00007541189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005396346,0.0003240935,0.8068876,0.0005367271,0.0002206447,0.0002284243,0.1697781,0.0003115183,0.0001290825,0.004948518,0.0006930342,0.01540259],"study_design_scores_gemma":[0.00107158,0.0001251614,0.989368,0.0001311445,0.00004026902,0.000001508701,0.003710532,0.000006237537,0.0006626083,0.001145243,0.003541426,0.0001963301],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947272,0.0004472794,0.000007001676,0.00228311,0.0001346899,0.001404146,0.0005061641,0.00003645624,0.0004539621],"genre_scores_gemma":[0.9981843,0.0002392948,0.0001516027,0.0001865537,0.0001531356,0.0002971739,0.00003896727,0.00001043527,0.0007385797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5371139,"threshold_uncertainty_score":0.9498879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07917249986239935,"score_gpt":0.3845978819308261,"score_spread":0.3054253820684267,"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."}}