{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00095415,0.0001025708,0.0001786926,0.00004043617,0.0003075089,0.0000756574,0.0001933943,0.00003751377,0.00008396137],"category_scores_gemma":[0.000184151,0.0001082281,0.00004327589,0.0001434788,0.00008230074,0.0004796662,0.00002209376,0.0001362171,3.08374e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00200463,"about_ca_system_score_gemma":0.01823462,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9584978,"about_ca_topic_score_gemma":0.9971386,"domain_scores_codex":[0.9984415,0.0001613207,0.0002467106,0.0004258407,0.0002268887,0.0004977724],"domain_scores_gemma":[0.9990069,0.00008651667,0.0001265584,0.00022275,0.00006528934,0.0004919887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003171393,0.00009061622,0.9897605,0.0001632525,0.000006115865,0.000002519733,0.007295202,0.0000216978,2.988292e-7,0.0001860759,0.00008529665,0.002356718],"study_design_scores_gemma":[0.0005005801,0.00002928095,0.9919733,0.00007399153,0.000005274415,3.702399e-8,0.002460846,0.0003562788,3.737616e-7,0.001590017,0.002881352,0.0001287019],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968925,0.0007030971,0.0001327802,0.0007520514,0.0001910532,0.0008785336,0.00000984504,0.00003186274,0.0004083204],"genre_scores_gemma":[0.9991168,0.000003314806,0.00002639091,0.0001468115,0.00009531064,0.00003717178,0.00003431602,0.000008172895,0.0005316741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03864078,"threshold_uncertainty_score":0.9873311,"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."}}