{"id":"W2291364178","doi":"","title":"PHYSICAL ACTIVITY AND TRANSPORTATION BENEFITS OF WALKABLE APPROACHES TO COMMUNITY DESIGN IN BRITISH COLUMBIA","year":2009,"lang":"en","type":"article","venue":"","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Community design; Transport engineering; Walkability; Geography; Environmental planning; Computer science; Engineering; Civil engineering; Built environment","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005123409,0.0002879622,0.0004323458,0.0008776873,0.003333794,0.001454431,0.001310931,0.0006065285,0.004447083],"category_scores_gemma":[0.002113039,0.0002772668,0.0003684739,0.002005876,0.0007906876,0.0003970918,0.00085502,0.001293854,0.0003501756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02857318,"about_ca_system_score_gemma":0.01973377,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9952931,"about_ca_topic_score_gemma":0.9989159,"domain_scores_codex":[0.9992694,0.0001483478,0.00002883334,0.00008783318,0.0001372369,0.0003283084],"domain_scores_gemma":[0.9983911,0.0001915466,0.0001228452,0.00005325889,0.0006451315,0.0005961866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001510401,0.002221435,0.9114731,0.0001527126,0.0002503864,0.001176379,0.00963024,0.001855877,0.001762921,0.001554527,0.008625248,0.05978672],"study_design_scores_gemma":[0.00005168656,0.0001342937,0.9800832,0.00008542968,0.00007142404,0.00005732929,0.01444758,0.001156512,0.000208011,0.0001734668,0.003493459,0.00003755192],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960919,0.0001913221,0.00003352485,0.0003475737,0.000008653818,0.00001553059,0.0003193067,0.000004302067,0.00298798],"genre_scores_gemma":[0.9936786,0.0002614463,0.00008248724,0.0001047812,0.000002196084,0.00001718861,0.0002099386,0.000004388527,0.005638808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02857318,"threshold_uncertainty_score":0.207314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1072454503668291,"score_gpt":0.283376968877151,"score_spread":0.1761315185103218,"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."}}