{"id":"W2279386586","doi":"10.1136/bmjopen-2015-008964","title":"Neighbourhood walkability, daily steps and utilitarian walking in Canadian adults","year":2015,"lang":"en","type":"article","venue":"BMJ Open","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University","funders":"Canadian Institutes of Health Research; Social Sciences and Humanities Research Council of Canada; Fonds de Recherche du Québec-Société et Culture; McGill University","keywords":"Walkability; Medicine; Neighbourhood (mathematics); Gerontology; Environmental health; Public health; Level design; Physical activity; Physical medicine and rehabilitation; Nursing","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":[0.0005915693,0.0003481166,0.0003658211,0.0008783626,0.001885236,0.0008111935,0.0008230328,0.0003141464,0.002247558],"category_scores_gemma":[0.001842816,0.0002365168,0.0006004267,0.002773589,0.000330075,0.0003020657,0.000717487,0.0003754971,0.0001655209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008791503,"about_ca_system_score_gemma":0.01105222,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9926542,"about_ca_topic_score_gemma":0.9956923,"domain_scores_codex":[0.9994541,0.00003490944,0.00003722703,0.0001121855,0.00023304,0.0001286135],"domain_scores_gemma":[0.9990521,0.00004361805,0.000211917,0.0000379427,0.0004600673,0.0001943575],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006182053,0.00002192632,0.9929503,0.00007793227,0.00008380614,0.00003494713,0.0005585337,0.0001073926,0.00008384827,0.0001013334,0.0008480498,0.005070067],"study_design_scores_gemma":[0.000003520591,0.00001116204,0.9989032,0.00002619368,0.0000204425,0.00002004281,0.0003484192,0.0001260169,0.00001538222,0.00001778302,0.0005026741,0.000005248306],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888027,0.001443463,0.0001469265,0.0002359924,0.00001296798,0.00003579184,0.006239589,0.000008162313,0.003074246],"genre_scores_gemma":[0.9965061,0.0005592403,0.0002352124,0.00003766184,0.000004309952,0.00001581834,0.002070367,0.000002447124,0.0005689603],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008791503,"threshold_uncertainty_score":0.06378716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08837209177194949,"score_gpt":0.395441233355725,"score_spread":0.3070691415837755,"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."}}