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

被引:2
|
作者
Onambele, Luc [1 ]
Guillen-Aguinaga, Sara [2 ]
Guillen-Aguinaga, Laura [2 ,3 ]
Ortega-Leon, Wilfrido [4 ]
Montejo, Rocio [5 ,6 ]
Alas-Brun, Rosa [2 ]
Aguinaga-Ontoso, Enrique [7 ]
Aguinaga-Ontoso, Ines [2 ,8 ,9 ]
Guillen-Grima, Francisco [2 ,8 ,9 ,10 ]
机构
[1] Catholic Univ Cent Africa, Sch Hlth Sci, Yaounde, Cameroon
[2] Univ Publ Navarra, Dept Hlth Sci, Pamplona 31008, Spain
[3] Suldal Sykehjem, Dept Nursing, N-4230 Sands, Norway
[4] Univ Alcala Henares, Dept Surg Med & Social Sci, Alcala De Henares 28871, Spain
[5] Univ Gothenburg, Inst Clin Sci, Dept Obstet & Gynecol, S-41346 Gothenburg, Sweden
[6] Sahlgrens Univ Hosp, Dept Obstet & Gynecol, S-41346 Gothenburg, Sweden
[7] Univ Murcia, Dept Sociosanitary Sci, Murcia 30120, Spain
[8] Healthcare Res Inst Navarre IdiSNA, Area Epidemiol & Publ Hlth, Pamplona 31008, Spain
[9] Inst Hlth Carlos III, CIBER Epidemiol & Publ Hlth CIBERESP, Madrid 46980, Spain
[10] Clin Univ Navarra, Dept Prevent Med, Pamplona 31008, Spain
来源
EPIDEMIOLOGIA | 2023年 / 4卷 / 03期
关键词
Africa; ARIMA; machine learning; maternal mortality rate; joinpoint regression analysis; mortality; trends; forecasting; EMERGENCY OBSTETRIC CARE; AVAILABILITY; ETHIOPIA; QUALITY; ACCESS; DEATH; STATE;
D O I
10.3390/epidemiologia4030032
中图分类号
R1 [预防医学、卫生学];
学科分类号
1004 ; 120402 ;
摘要
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.
引用
收藏
页码:322 / 351
页数:30
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