{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000118092,0.0001100923,0.00009785651,0.00001902991,0.000302882,0.00009383811,0.00007998651,0.00003562409,0.0003068877],"category_scores_gemma":[0.0000158915,0.00009985753,0.00002432953,0.00002208589,0.0004940138,0.0003661861,0.000110986,0.0001719887,0.000009582793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001270583,"about_ca_system_score_gemma":0.00003579258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005494886,"about_ca_topic_score_gemma":0.0002724242,"domain_scores_codex":[0.998992,0.00007855545,0.00007292387,0.0003454918,0.0003609462,0.0001500514],"domain_scores_gemma":[0.9996086,0.00008986908,0.00004735534,0.0001043728,0.000006250208,0.0001436012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001162918,0.0001673417,0.9954116,0.00001289073,0.00004075673,0.000009245701,0.0006491372,0.00001481116,0.0003522713,0.0007465817,0.0000152262,0.002568473],"study_design_scores_gemma":[0.0002753018,0.00002032678,0.993291,0.00002182855,0.00004288728,4.089198e-7,0.0001794707,0.0003945413,0.0001157278,0.001136724,0.004392088,0.0001296529],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939792,0.001766309,0.00004471292,0.003702374,0.00005326217,0.0001257368,0.00003429061,0.00001423062,0.0002799004],"genre_scores_gemma":[0.9973504,0.0008104373,0.0001298094,0.00002233684,0.0002292691,0.000015131,0.00003282255,0.000007308582,0.001402464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004376862,"threshold_uncertainty_score":0.4072072,"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."}}