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A Community Needs Index for Adolescent Pregnancy Prevention Program Planning: Application of Spatial Generalized Linear Mixed Models.

作者信息

Johnson Glen D, Mesler Kristine, Kacica Marilyn A

机构信息

City University of New York School of Public Health, 55 West 125th Street, New York, NY, 10027, USA.

Bureau of Women, Infant and Adolescent Health, New York State Department of Health, Corning Tower Room 859, Albany, NY, 12237, USA.

出版信息

Matern Child Health J. 2017 Jun;21(6):1227-1233. doi: 10.1007/s10995-017-2280-5.

DOI:10.1007/s10995-017-2280-5
PMID:28168593
Abstract

Objective The objective is to estimate community needs with respect to risky adolescent sexual behavior in a way that is risk-adjusted for multiple community factors. Methods Generalized linear mixed modeling was applied for estimating teen pregnancy and sexually transmitted disease (STD) incidence by postal ZIP code in New York State, in a way that adjusts for other community covariables and residual spatial autocorrelation. A community needs index was then obtained by summing the risk-adjusted estimates of pregnancy and STD cases. Results Poisson regression with a spatial random effect was chosen among competing modeling approaches. Both the risk-adjusted caseloads and rates were computed for ZIP codes, which allowed risk-based prioritization to help guide funding decisions for a comprehensive adolescent pregnancy prevention program. Conclusions This approach provides quantitative evidence of community needs with respect to risky adolescent sexual behavior, while adjusting for other community-level variables and stabilizing estimates in areas with small populations. Therefore, it was well accepted by the affected groups and proved valuable for program planning. This methodology may also prove valuable for follow up program evaluation. Current research is directed towards further improving the statistical modeling approach and applying to different health and behavioral outcomes, along with different predictor variables.

摘要

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Dev Psychol. 2016 Jul;52(7):1115-27. doi: 10.1037/dev0000136. Epub 2016 Jun 2.
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A comparison of conditional autoregressive models used in Bayesian disease mapping.贝叶斯疾病地图绘制中使用的条件自回归模型比较
Spat Spatiotemporal Epidemiol. 2011 Jun;2(2):79-89. doi: 10.1016/j.sste.2011.03.001. Epub 2011 Mar 12.
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Neighborhood-level built environment and social characteristics associated with serious childhood motor vehicle occupant injuries.
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Health Place. 2011 Jul;17(4):902-10. doi: 10.1016/j.healthplace.2011.04.009. Epub 2011 May 7.
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Small area mapping of prostate cancer incidence in New York State (USA) using fully Bayesian hierarchical modelling.使用全贝叶斯层次模型对美国纽约州前列腺癌发病率进行小区域绘图。
Int J Health Geogr. 2004 Dec 8;3(1):29. doi: 10.1186/1476-072X-3-29.
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Zip code caveat: bias due to spatiotemporal mismatches between zip codes and US census-defined geographic areas--the Public Health Disparities Geocoding Project.邮政编码注意事项:由于邮政编码与美国人口普查定义的地理区域之间存在时空不匹配而导致的偏差——公共卫生差异地理编码项目。
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