{"id":"W7161980854","doi":"10.82308/29807","title":"Exploring the association between rail transit investments and utilitarian walking in urban-dwelling Canadians","year":2017,"lang":"en","type":"dissertation","venue":"","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rail transportation; Metropolitan area; Rail transit; Light rail transit; Public transport","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":[0.001192235,0.0003732764,0.0003438632,0.001222523,0.003323543,0.001793236,0.001295853,0.0006493088,0.002872853],"category_scores_gemma":[0.003038456,0.000296774,0.0006455071,0.003714866,0.001196556,0.000638205,0.001385642,0.0007829093,0.0001874148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01306416,"about_ca_system_score_gemma":0.02715528,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9878567,"about_ca_topic_score_gemma":0.9938337,"domain_scores_codex":[0.9990544,0.0001201729,0.00003602984,0.0001712395,0.0002208525,0.0003973109],"domain_scores_gemma":[0.9985607,0.0001446934,0.0003582058,0.00007052832,0.0005167546,0.0003490814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006341844,0.00004425333,0.9899311,0.00007852311,0.00008521717,0.00006086503,0.003729195,0.0001289186,0.0001432595,0.0004900338,0.0006155371,0.004629711],"study_design_scores_gemma":[0.000003371953,0.00003134928,0.9914255,0.00008655649,0.00004791449,0.00002128473,0.006457006,0.0002063956,0.00003358815,0.00007883628,0.001597715,0.00001036743],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941868,0.0008273144,0.0001923388,0.0005515937,0.00001340366,0.00003718846,0.00129972,0.000004169395,0.002887479],"genre_scores_gemma":[0.9974079,0.0005219662,0.0003046548,0.0001135379,0.00000694321,0.00002771387,0.0005162638,0.000003187278,0.001097949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01306416,"threshold_uncertainty_score":0.09478754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07697432575999284,"score_gpt":0.3047871902381563,"score_spread":0.2278128644781635,"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."}}