Determinants of National Diarrheal Disease Burden

被引:10
|
作者
Green, Sean T. [1 ]
Small, Mitchell. J. [1 ]
Casman, Elizabeth A. [1 ]
机构
[1] Carnegie Mellon Univ, Pittsburgh, PA 15213 USA
基金
美国国家科学基金会; 美国安德鲁·梅隆基金会;
关键词
MISSING ELEMENTS; IMPROVED WATER; DATA-SETS; REGRESSION; CLASSIFICATION; HEALTH; SANITATION; TREES; URBANIZATION; MORTALITY;
D O I
10.1021/es8023226
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Diarrheal illness is a leading cause of child mortality in developing nations. Previous longitudinal studies have attempted to identify the factors that contribute to child mortality, but few have examined the determinants of diarrheal illness at a country level. Here we demonstrate the use of Classification and Regression Trees (CART) to predict diarrheal illness from a 192-country data set of country-level attributes and compare the performance of CART with a linear regression model. The CART model identifies improvements in rural sanitation as the most important spending priority for reducing diarrheal illness. We estimate that reducing unmet rural sanitation need worldwide by 65% would save the equivalent of 1.2 million lives annually.
引用
收藏
页码:993 / 999
页数:7
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