{"id":"W2955063069","doi":"10.5888/pcd16.180469","title":"An Objective Walkability Index for Public Health and Planning in Peel Region, Ontario, Canada","year":2019,"lang":"en","type":"article","venue":"Preventing Chronic Disease","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario","funders":"Centers for Disease Control and Prevention","keywords":"Medicine; Public health; Health promotion; Environmental health; Walkability; Chronic disease; Disease; Promotion (chess); Gerontology; Family medicine; Nursing; Physical therapy; Physical activity; Pathology","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":[0.0005984232,0.0004772814,0.0005108894,0.001903954,0.002048855,0.001250047,0.001127425,0.0002732523,0.006702365],"category_scores_gemma":[0.002330296,0.0002355083,0.0006542522,0.003932438,0.0002863715,0.000443449,0.0007052567,0.0005247489,0.0006629213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02632022,"about_ca_system_score_gemma":0.04905075,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9974104,"about_ca_topic_score_gemma":0.9989246,"domain_scores_codex":[0.999359,0.00004240232,0.00004555621,0.00006603834,0.0003337486,0.0001534045],"domain_scores_gemma":[0.9985054,0.0000510738,0.0001034365,0.00002863727,0.001015859,0.0002957297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001932157,0.0001568441,0.9027713,0.0002512047,0.0001424787,0.0001229136,0.001274437,0.001749571,0.0003441383,0.001097158,0.04249668,0.04940002],"study_design_scores_gemma":[0.00001415825,0.00002186265,0.992153,0.00007096177,0.00002405378,0.00002106971,0.0006398036,0.001421854,0.00005486529,0.00007779977,0.005481885,0.00001858734],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7874978,0.003671555,0.003357254,0.001591641,0.0001467988,0.001125898,0.1429478,0.0003412825,0.05932],"genre_scores_gemma":[0.9353326,0.001737088,0.005045976,0.00009699806,0.00001926462,0.0004979179,0.03188207,0.00005596487,0.02533214],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02632022,"threshold_uncertainty_score":0.1909674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02999696531280843,"score_gpt":0.3152343218187446,"score_spread":0.2852373565059362,"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."}}