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首页> 外文期刊>Eastern Mediterranean Health Journal: Al-Magallat al-Sihhiyyat li-Sarq al-Mutawassit >Analysis of life expectancy across countries using a decision tree
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Analysis of life expectancy across countries using a decision tree

机译:使用决策树对各国的预期寿命分析

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Background : It is important to identify variables that influence life expectancy in order to develop strategies to improve health care systems and thereby increase life expectancy. Aims : In this study, a decision tree was built using a chi-square automatic interaction detector technique in order to identify variables influencing life expectancy at birth. Methods : Data were taken from the databases of the World Bank, World Health Organization and World Life Expectancy. Data from 166 countries for the year 2013 were extracted for 25 selected input variables related to mortality, health and the environment, child health, economy and demography in order to build the decision tree. Results : Of the 25 variables, nine had a significant influence on life expectancy: percentage of the population using improved sanitation facilities; death rates per 100 000 population for HIV/AIDS, liver disease, stroke and coronary heart disease; percentage of the urban population using improved drinking-water sources; total fertility rate (births per woman); public health expenditure (percent of government expenditure); and health expenditure per capita. Conclusions : Improving these variables may result in significant increases in life expectancy and quality of life. At the country level, appropriate strategies can be developed to improve the quality and performance of health care systems.
机译:背景:重要的是要识别影响寿命的变量,以便制定改善医疗保健系统的策略,从而提高寿命。目的:在本研究中,使用Chi-Square自动交互检测器技术建立了决策树,以识别出生时影响寿命的变量。方法:从世界银行,世界卫生组织和世界预期寿命的数据库中取出数据。 2013年166个国家的数据被提取25个与死亡率,健康和环境,儿童健康,经济和人口统计有关的25个选定的输入变量,以建立决策树。结果:25个变量,九个对预期寿命有重大影响:使用改进的卫生设施的人口百分比;每100万人艾滋病毒/艾滋病,肝病,中风和冠心病的死亡率;使用改进的饮用水来源的城市人口百分比;总生育率(每名女性诞生);公共卫生支出(政府支出的百分比);人均健康支出。结论:改善这些变量可能导致预期寿命和生活质量的显着增加。在国家一级,可以制定适当的策略来提高医疗保健系统的质量和表现。

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