{"id":"W1922431305","doi":"10.5888/pcd12.150098","title":"Is Your Neighborhood Designed to Support Physical Activity? A Brief Streetscape Audit Tool","year":2015,"lang":"en","type":"article","venue":"Preventing Chronic Disease","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":163,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Institute of Environmental Health Sciences; National Heart, Lung, and Blood Institute; National Institutes of Health; U.S. Department of Agriculture","keywords":"Walkability; Level design; Physical activity; Built environment; Pedestrian; Audit; Demographics; Medicine; Sample (material); Transport engineering; Environmental health; Gerontology; Applied psychology; Demography; Psychology; Physical therapy; Computer science; Engineering; Multimedia","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006039301,0.0002059323,0.0002513904,0.00005113186,0.0003219632,0.0001805625,0.0004910311,0.00005963138,0.0007835976],"category_scores_gemma":[0.0003304092,0.0002111678,0.0002360612,0.0003765266,0.0001285465,0.0007040646,0.0001041,0.000143795,0.0002103891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003696724,"about_ca_system_score_gemma":0.003223345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007096317,"about_ca_topic_score_gemma":0.0006172297,"domain_scores_codex":[0.9976686,0.0001623123,0.0002050856,0.0005742387,0.0007125962,0.0006771661],"domain_scores_gemma":[0.9983159,0.00005433721,0.0001265371,0.0004317346,0.0001160739,0.0009553833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005171088,0.00405703,0.7544931,0.0003478554,0.0001852199,0.000140529,0.02137701,0.00007301024,0.0005525752,0.002863545,0.02025679,0.1951362],"study_design_scores_gemma":[0.003905433,0.0005718607,0.9223367,0.0002875709,0.0007279655,3.94474e-7,0.001367648,0.001931226,0.001274785,0.01466421,0.05112346,0.001808742],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901441,0.00009695105,0.0009530917,0.001472824,0.0002458327,0.0006469733,0.00004880966,0.0002000622,0.006191382],"genre_scores_gemma":[0.994659,0.000002836464,0.00008539361,0.0001954723,0.0009998166,0.0000536255,0.0000151961,0.00002406395,0.003964595],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1933275,"threshold_uncertainty_score":0.8611174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04865095507182651,"score_gpt":0.352805708535615,"score_spread":0.3041547534637885,"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."}}