{"id":"W1994469077","doi":"10.1016/j.healthplace.2014.05.001","title":"Food environment, walkability, and public open spaces are associated with incident development of cardio-metabolic risk factors in a biomedical cohort","year":2014,"lang":"en","type":"article","venue":"Health & Place","topic":"Urban Green Space and Health","field":"Environmental Science","cited_by":155,"is_retracted":false,"has_abstract":false,"ca_institutions":"Douglas Mental Health University Institute","funders":"National Medical Research Council; National Health and Medical Research Council","keywords":"Walkability; Environmental health; Abdominal obesity; Medicine; Obesity; Prospective cohort study; Cohort; Diabetes mellitus; Incidence (geometry); Risk factor; Cohort study; Type 2 diabetes; Gerontology; Metabolic syndrome; Internal medicine; Physical activity; Endocrinology; Physical therapy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0004955992,0.0004792406,0.0003575264,0.0006152909,0.0009024153,0.001056765,0.0006428837,0.0008925301,0.003921132],"category_scores_gemma":[0.001252195,0.0007568294,0.001173463,0.0008733523,0.0004063788,0.0006378131,0.001014237,0.00140855,0.0004969581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002805537,"about_ca_system_score_gemma":0.0004784479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02164903,"about_ca_topic_score_gemma":0.01940605,"domain_scores_codex":[0.9996473,0.00006168022,0.00002825922,0.0001224053,0.00004751859,0.00009289024],"domain_scores_gemma":[0.9989321,0.0001109566,0.0003090118,0.0001916434,0.00009915202,0.0003571078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001838026,0.00008360902,0.9984443,0.000004706406,0.0001417532,0.00004182957,0.00008805081,0.00003449392,0.0004565463,0.00002708123,0.0000909352,0.0004028958],"study_design_scores_gemma":[0.00000757229,0.00008996971,0.9991961,0.000002820226,0.00005571343,0.00006467883,0.0002361757,0.0001665661,0.00004446727,0.00003081721,0.0001007553,0.000004272677],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989944,0.00009704123,0.00009430114,0.00004045755,0.000009901311,0.000003931452,0.0004773012,0.000004431439,0.0002782226],"genre_scores_gemma":[0.9988102,0.00006586871,0.00007409081,0.00002572314,0.00001377625,0.000007951592,0.0004041137,0.00000401134,0.0005942498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02164903,"threshold_uncertainty_score":0.04304606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0252066637809464,"score_gpt":0.2534314096957928,"score_spread":0.2282247459148464,"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."}}