{"id":"W4317869008","doi":"10.1093/aje/kwad016","title":"Neighborhood Built Environment and Sleep Health: A Longitudinal Study in Low-Income and Predominantly African-American Neighborhoods","year":2023,"lang":"en","type":"article","venue":"American Journal of Epidemiology","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Mailman School of Public Health, Columbia University; National Heart, Lung, and Blood Institute; National Institute on Alcohol Abuse and Alcoholism; Sorbonne Université; Monash University; National Cancer Institute; School of Medicine, New York University; Agency for Healthcare Research and Quality; Institut National de la Santé et de la Recherche Médicale; York University","keywords":"Low income; Environmental health; Longitudinal study; Gerontology; Built environment; Sleep (system call); African american; Medicine; Demography; Psychology; Socioeconomics; Sociology; Engineering; Computer science","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":[0.0009578012,0.0002453718,0.0002618376,0.0005506316,0.001462521,0.0006519778,0.0003462661,0.000412213,0.0006473319],"category_scores_gemma":[0.001425654,0.0003016749,0.0004099823,0.0007444666,0.0002767055,0.0006957488,0.0006351023,0.0006940449,0.0001462273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003094342,"about_ca_system_score_gemma":0.0007477582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03267947,"about_ca_topic_score_gemma":0.06491038,"domain_scores_codex":[0.9996769,0.0001084866,0.00002149273,0.00007730372,0.00005231878,0.00006347355],"domain_scores_gemma":[0.9994723,0.00005058503,0.0001615216,0.00005512939,0.000094198,0.0001662368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004381075,0.0001097927,0.9985074,0.000003842434,0.00003586343,0.00004566854,0.0003905534,0.00001176377,0.0001357373,0.00002116372,0.00006833584,0.0006260124],"study_design_scores_gemma":[0.000006033185,0.0001095739,0.9981676,0.000008696714,0.00003847551,0.00009175086,0.001118603,0.0001487462,0.00003959232,0.0000327562,0.0002341564,0.000003922141],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995815,0.00009788576,0.00007506071,0.00002979957,0.000003543286,0.000007419751,0.0001077536,9.614126e-7,0.00009602187],"genre_scores_gemma":[0.9993684,0.00008128603,0.000166888,0.00004638137,0.000005984092,0.00002309883,0.0001840242,0.000001389648,0.0001225629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03267947,"threshold_uncertainty_score":0.06497848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04807619942430962,"score_gpt":0.3690061568544534,"score_spread":0.3209299574301437,"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."}}