{"id":"W2422847385","doi":"10.1155/2016/1038715","title":"Association between Perceived Built Environment and Prevalent Hypertension among South African Adults","year":2016,"lang":"en","type":"article","venue":"Advances in Epidemiology","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; McMaster University; National Research Foundation; Hamilton Health Sciences","keywords":"Logistic regression; Algorithm; Walkability; Context (archaeology); Generalized estimating equation; Medicine; Machine learning; Computer science; Demography; Database; Artificial intelligence; Geography; Physical activity; Archaeology; Physical therapy; Sociology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0004068226,0.0001586553,0.0001529305,0.0004084535,0.0003483308,0.0004349186,0.0001824456,0.0001909315,0.002826931],"category_scores_gemma":[0.001530604,0.0001319843,0.0001824537,0.0007595601,0.00019519,0.0003934874,0.0003639044,0.0002966883,0.00009808724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002377237,"about_ca_system_score_gemma":0.0003936015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01251259,"about_ca_topic_score_gemma":0.01967649,"domain_scores_codex":[0.9997848,0.00006176653,0.00002681405,0.0000370885,0.00004765084,0.0000419259],"domain_scores_gemma":[0.9992625,0.00009342822,0.0004260907,0.00002591028,0.00006045113,0.0001316106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002087234,0.00001958238,0.9983777,0.00002851221,0.00002308654,0.00002732431,0.0002000206,0.00001040708,0.0001007937,0.0000245547,0.00007062671,0.00109656],"study_design_scores_gemma":[0.000001505498,0.00002191363,0.999437,0.0000165578,0.000008832739,0.00003622037,0.0002868903,0.00002673187,0.00001620819,0.00001590955,0.0001310658,0.000001125937],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981086,0.0004724752,0.00005138929,0.0001774251,0.000006672321,0.000009651932,0.0006288076,0.000001331615,0.0005436523],"genre_scores_gemma":[0.9994025,0.0002477567,0.00006640309,0.00003011403,0.000007131131,0.000008622236,0.0001253907,4.090355e-7,0.0001116913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01251259,"threshold_uncertainty_score":0.02487952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03372101649336017,"score_gpt":0.3084689741574725,"score_spread":0.2747479576641123,"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."}}