ArticlePLoS medicine2022
Healthcare utilization and maternal and child mortality during the COVID-19 pandemic in 18 low- and middle-income countries: An interrupted time-series analysis with mathematical modeling of administrative data.
Article in PLoS medicine, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 78 papers, 5 of them syntheses that pooled it.
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Who cites it
78 citing papers in PubMed, 5 syntheses or guidelines pooled it, 141 citations in OpenAlex.
- Maternal mortality in Ethiopia (2015-2025): a systematic review of recent evidence and determinants.BMC public health · 2025Pooled it
- Association of women's empowerment with childhood immunisation coverage in South and Southeast Asia: meta-analysis of Demographic and Health Surveys data from 11 countries.BMJ global health · 2025Pooled it
- Impact of COVID-19 on Maternal Health Service Uptake and Perinatal Outcomes in Sub-Saharan Africa: A Systematic Review.International journal of environmental research and public health · 2024Pooled it
- Impacts of performance-based financing on health system performance: evidence from the Democratic Republic of Congo.BMC medicine · 2023Pooled it
- Estimating national-level measles case-fatality ratios in low-income and middle-income countries: an updated systematic review and modelling study.The Lancet. Global health · 2023Pooled it
- Educational films for improving perinatal outcomes associated with gestational diabetes in Uganda and India: a cluster randomised trial.BMJ global health · 2026Trial
- An innovative Community Mobilisation and Community Incentivisation for child health in rural Pakistan (CoMIC): a cluster-randomised, controlled trial.The Lancet. Global health · 2025Trial
- Implementation barriers, facilitators, and fidelity of a mobile money-based savings tool for pregnant women in the Analamanga region of Madagascar: an ex-post process evaluation.Implementation science communications · 2026Article
- COVID-19 and Global Perinatal Health: Lessons Learned on Maternal-Neonatal Outcomes, Infant Feeding Practices, and Health Care Economics across Income Settings.American journal of perinatology · 2026Article
- Disruptions in perinatal outcomes across Manitoba, Canada: before and over 2 years of the COVID-19 pandemic.BMJ paediatrics open · 2026Article
- Increased utilization of health care services for non-communicable diseases during the COVID-19 pandemic among refugees in Jordan: a mixed-methods study.Conflict and health · 2026Article
- The population-level impact of COVID-19 on maternal healthcare utilization: evidence from the 2022 Kenya Demographic and Health Survey.International health · 2026Article
- Policy stringency during the COVID-19 pandemic and healthcare services utilization in China: An interrupted time-series analysis.PLoS medicine · 2026Article
- Perspectives of Kurdish Postnatal Women on Respectful Maternity Care: A Qualitative Study.Health science reports · 2026Article
- Factors Associated with Maternal Mortality from COVID-19 in Pernambuco, Brazil (2020-2021): A Case-Control Study.Diseases (Basel, Switzerland) · 2026Article
- Progress and gaps in childhood immunization among two-year-olds in Ghana (1993-2022): A trend and equity analysis.PloS one · 2026Article
- Assessing the policy and institutional framework for multisectoral governance and accountability in emergency preparedness and response in Ethiopia.PLOS global public health · 2026Article
- Early impact of the Liberian National Community Health Assistant Program on under-five mortality in Grand Bassa County: A non-randomized stepped wedge evaluation.PLOS global public health · 2026Article
- Article
- What compels enrollment in a mobile maternal health wallet? A mixed-methods doer/non-doer analysis in Analamanga, Madagascar.BMC health services research · 2025Article
18 more citing papers are in PubMed but not listed here.
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Authors and funding
32 authors at 15 institutions in 13 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundThe Coronavirus Disease 2019 (COVID-19) pandemic has had wide-reaching direct and indirect impacts on population health. In low- and middle-income countries, these impacts can halt progress toward reducing maternal and child mortality. This study estimates changes in health services utilization during the pandemic and the associated consequences for maternal, neonatal, and child mortality. METHODS AND
findingsData on service utilization from January 2018 to June 2021 were extracted from health management information systems of 18 low- and lower-middle-income countries (Afghanistan, Bangladesh, Cameroon, Democratic Republic of the Congo (DRC), Ethiopia, Ghana, Guinea, Haiti, Kenya, Liberia, Madagascar, Malawi, Mali, Nigeria, Senegal, Sierra Leone, Somalia, and Uganda). An interrupted time-series design was used to estimate the percent change in the volumes of outpatient consultations and maternal and child health services delivered during the pandemic compared to projected volumes based on prepandemic trends. The Lives Saved Tool mathematical model was used to project the impact of the service utilization disruptions on child and maternal mortality. In addition, the estimated monthly disruptions were also correlated to the monthly number of COVID-19 deaths officially reported, time since the start of the pandemic, and relative severity of mobility restrictions. Across the 18 countries, we estimate an average decline in OPD volume of 13.1% and average declines of 2.6% to 4.6% for maternal and child services. We projected that decreases in essential health service utilization between March 2020 and June 2021 were associated with 113,962 excess deaths (110,686 children under 5, and 3,276 mothers), representing 3.6% and 1.5% increases in child and maternal mortality, respectively. This excess mortality is associated with the decline in utilization of the essential health services included in the analysis, but the utilization shortfalls vary substantially between countries, health services, and over time. The largest disruptions, associated with 27.5% of the excess deaths, occurred during the second quarter of 2020, regardless of whether countries reported the highest rate of COVID-19-related mortality during the same months. There is a significant relationship between the magnitude of service disruptions and the stringency of mobility restrictions. The study is limited by the extent to which administrative data, which varies in quality across countries, can accurately capture the changes in service coverage in the population.
conclusionsDeclines in healthcare utilization during the COVID-19 pandemic amplified the pandemic's harmful impacts on health outcomes and threaten to reverse gains in reducing maternal and child mortality. As efforts and resource allocation toward prevention and treatment of COVID-19 continue, essential health services must be maintained, particularly in low- and middle-income countries.
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