{"id":"W2400708766","doi":"10.1001/jama.2016.5898","title":"Association of Neighborhood Walkability With Change in Overweight, Obesity, and Diabetes","year":2016,"lang":"en","type":"article","venue":"JAMA","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":373,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Institute for Clinical Evaluative Sciences; University of Toronto; Public Health Ontario; St. Michael's Hospital","funders":"Canadian Institutes of Health Research; University of Toronto","keywords":"Walkability; Overweight; Medicine; Obesity; Demography; Environmental health; Body mass index; Gerontology; Physical activity; Internal medicine; Physical therapy","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":[0.0004868906,0.0001689866,0.0001959391,0.0006859854,0.0003922457,0.0005140863,0.0004534134,0.0002770046,0.001377745],"category_scores_gemma":[0.00265642,0.0001503119,0.0004465675,0.00116713,0.0002847641,0.0002937439,0.0003993446,0.0004185466,0.00009930043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001077293,"about_ca_system_score_gemma":0.0008064873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2292165,"about_ca_topic_score_gemma":0.335641,"domain_scores_codex":[0.9996136,0.00006503362,0.00003924125,0.00009592583,0.0001035118,0.00008273504],"domain_scores_gemma":[0.9986647,0.000127864,0.0006075303,0.0000866522,0.0002443483,0.0002689386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003929223,0.000008334971,0.9990408,0.000005934734,0.00005648198,0.00001070002,0.00002509149,0.00004282338,0.00002813031,0.000008512544,0.00007575956,0.0006581819],"study_design_scores_gemma":[8.191006e-7,0.00000697169,0.9997832,0.000002493659,0.000009169456,0.000009344039,0.00003383504,0.00009703304,0.000006474885,0.000005671605,0.00004419762,7.138465e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969385,0.0006708221,0.0001571316,0.0001254605,0.00001131706,0.000008642642,0.001388432,0.000008887758,0.0006908287],"genre_scores_gemma":[0.9990644,0.0001177524,0.000070963,0.000008430935,0.000004493909,0.000004927368,0.0005944646,0.000001489247,0.0001331833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2292165,"threshold_uncertainty_score":0.4557646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01287907061053794,"score_gpt":0.2542217716763235,"score_spread":0.2413427010657855,"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."}}