{"id":"W3213467308","doi":"10.1016/j.envint.2021.106959","title":"Chronic disease and where you live: Built and natural environment relationships with physical activity, obesity, and diabetes","year":2021,"lang":"en","type":"article","venue":"Environment International","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":105,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Coastal Health; Canadian Centre for Applied Research in Cancer Control; University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Walkability; Obesity; Environmental health; Body mass index; Medicine; Built environment; Mediation; Demography; Diabetes mellitus; Gerontology; Physical activity; Ecology; Physical therapy; Biology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001400712,0.00033961,0.0004215377,0.0008731796,0.0008803793,0.001473607,0.0006305844,0.0006132185,0.004101817],"category_scores_gemma":[0.003903915,0.0001957764,0.0006197675,0.002688152,0.0009408559,0.0006518961,0.001270949,0.001309556,0.0001595493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001362928,"about_ca_system_score_gemma":0.003151195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2386026,"about_ca_topic_score_gemma":0.3037771,"domain_scores_codex":[0.9992437,0.0003001548,0.00005007463,0.0001176927,0.0001256887,0.0001627195],"domain_scores_gemma":[0.9972284,0.0008733085,0.000754446,0.0001331439,0.0003738755,0.0006367721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000036137,0.00003900662,0.9957026,0.00005338314,0.0001268386,0.00003854802,0.0003026952,0.0000927135,0.00002987061,0.0001092687,0.0002808252,0.003188099],"study_design_scores_gemma":[0.000002674409,0.00002585863,0.9984611,0.00006007205,0.00007974268,0.00004872216,0.0004254424,0.0002473013,0.00001078745,0.0001297645,0.0005039013,0.000004602926],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836553,0.008104483,0.0005468742,0.003225555,0.00006239501,0.00004179131,0.001804823,0.00001285907,0.002545845],"genre_scores_gemma":[0.997301,0.00126542,0.0004390162,0.0001329899,0.00004295044,0.00002985552,0.0004142446,0.000002919103,0.0003716442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2386026,"threshold_uncertainty_score":0.4744276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01398107303453244,"score_gpt":0.2533105687953398,"score_spread":0.2393294957608074,"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."}}