非洲孕产妇死亡率的趋势、预测和区域差异(1990-2030):ARIMA预测方法。

Luc Onambele, Sara Guillen-Aguinaga, Laura Guillen-Aguinaga, Wilfrido Ortega-Leon, Rocio Montejo, Rosa Alas-Brun, Enrique Aguinaga-Ontoso, Ines Aguinaga-Ontoso, Francisco Guillen-Grima
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引用次数: 0

摘要

由于联合国可持续发展目标(2015-2030年)侧重于降低孕产妇死亡率,监测和预测非洲等地区的孕产妇死亡率对决策者、国际组织和非政府组织的卫生战略规划至关重要。我们从世界银行数据库中收集了1990年至2015年间每10万名新生儿的孕产妇死亡率。联合点回归用于评估趋势,自回归综合移动平均(ARIMA)模型用于1990-2015年的数据,以预测未来15年的MMR。我们还使用了Holt方法和机器学习先知预测模型。研究发现,非洲的MMR下降,平均年百分比变化率为-2.6%(95%CI-2.7;-2.5)。北非的MMR最低,而东非的下降幅度最大。特定地区的ARIMA模型预测,2030年各地区的孕产妇死亡率(MMR)将有所不同,从北非每10万名新生儿161人死亡到中非每10万例新生儿302人死亡,非洲大陆平均每10万出生182人死亡。尽管观察到孕产妇死亡率呈下降趋势,但非洲的孕产妇死亡率仍然相对较高。结果表明,到2030年,非洲的MMR将继续下降。然而,非洲没有一个地区可能达到可持续发展目标。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Trends, Projections, and Regional Disparities of Maternal Mortality in Africa (1990-2030): An ARIMA Forecasting Approach.

Trends, Projections, and Regional Disparities of Maternal Mortality in Africa (1990-2030): An ARIMA Forecasting Approach.

Trends, Projections, and Regional Disparities of Maternal Mortality in Africa (1990-2030): An ARIMA Forecasting Approach.

Trends, Projections, and Regional Disparities of Maternal Mortality in Africa (1990-2030): An ARIMA Forecasting Approach.

With the United Nations Sustainable Development Goals (SDG) (2015-2030) focused on the reduction in maternal mortality, monitoring and forecasting maternal mortality rates (MMRs) in regions like Africa is crucial for health strategy planning by policymakers, international organizations, and NGOs. We collected maternal mortality rates per 100,000 births from the World Bank database between 1990 and 2015. Joinpoint regression was applied to assess trends, and the autoregressive integrated moving average (ARIMA) model was used on 1990-2015 data to forecast the MMRs for the next 15 years. We also used the Holt method and the machine-learning Prophet Forecasting Model. The study found a decline in MMRs in Africa with an average annual percentage change (APC) of -2.6% (95% CI -2.7; -2.5). North Africa reported the lowest MMR, while East Africa experienced the sharpest decline. The region-specific ARIMA models predict that the maternal mortality rate (MMR) in 2030 will vary across regions, ranging from 161 deaths per 100,000 births in North Africa to 302 deaths per 100,000 births in Central Africa, averaging 182 per 100,000 births for the continent. Despite the observed decreasing trend in maternal mortality rate (MMR), the MMR in Africa remains relatively high. The results indicate that MMR in Africa will continue to decrease by 2030. However, no region of Africa will likely reach the SDG target.

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