Evidence map›Paper›PMID 34298000›Full record

ArticleLancet (London, England)2021

Global minimum estimates of children affected by COVID-19-associated orphanhood and deaths of caregivers: a modelling study.

Susan D Hillis, H Juliette T Unwin, Yu Chen, Lucie Cluver, Lorraine Sherr, Philip S Goldman, Oliver Ratmann, Christl A Donnelly, Samir Bhatt, Andrés Villaveces and 6 more

Open access · bronzeAbstract read
In one paragraph

Article in Lancet (London, England), 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 91 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
91citing papers in PubMed, 1 pooled it
86.4field-weighted citation impact, top 1% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

91 citing papers in PubMed, 1 synthesis or guideline pooled it, 293 citations in OpenAlex.

  1. Pooled it
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  3. Foster care leads to sustained cognitive gains following severe early deprivation.Proceedings of the National Academy of Sciences of the United States of America · 2022
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  7. Investigating Longitudinal Trajectories of COVID-19 Disruption: Methodological Challenges and Recommendations.Prevention science : the official journal of the Society for Prevention Research · 2026
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31 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

16 authors at 10 institutions in 5 countries.

Susan D HillisCDC COVID-19 Response Team, US Centers for Disease Control and Prevention, Atlanta, GA, USA. Electronic address: shillis@cdc.gov.
H Juliette T UnwinMRC Centre for Global Infectious Disease Analysis and the Abdul Latif Jameel Institute for Disease and Emergency Analytics, School of Public Health, Imperial College, London, UK.
Yu ChenDepartment of Mathematics, Imperial College, London, UK.
Lucie CluverDepartment of Social Policy and Intervention, University of Oxford, Oxford, UK; Department of Psychiatry and Mental Health, University of Cape Town, Cape Town, South Africa.
Lorraine SherrInstitute of Global Health, University College London, London, UK.
Philip S GoldmanMaestral International, Minneapolis, MN, USA.
Oliver RatmannDepartment of Mathematics, Imperial College, London, UK.
Christl A DonnellyMRC Centre for Global Infectious Disease Analysis and the Abdul Latif Jameel Institute for Disease and Emergency Analytics, School of Public Health, Imperial College, London, UK; Department of Statistics, University of Oxford, Oxford, UK.
Samir BhattMRC Centre for Global Infectious Disease Analysis and the Abdul Latif Jameel Institute for Disease and Emergency Analytics, School of Public Health, Imperial College, London, UK; Section of Epidemiology, Department of Public Health, University of Copenhagen, Copenhagen, Denmark.
Andrés VillavecesCDC COVID-19 Response Team, US Centers for Disease Control and Prevention, Atlanta, GA, USA.
Alexander ButchartPrevention of Violence Unit, WHO, Geneva, Switzerland.
Gretchen BachmanOffice of Global HIV/AIDS, US Agency for International Development, Washington, DC, USA.
Laura RawlingsWorld Bank Group, Washington, DC, USA.
Phil GreenWorld Without Orphans, London, UK.
Charles A NelsonDepartment of Pediatrics, Harvard Medical School and Boston Children's Hospital, Boston, MA, USA.
Seth FlaxmanDepartment of Mathematics, Imperial College, London, UK; Department of Computer Science, University of Oxford, Oxford, UK.
Imperial College London · GBCenters for Disease Control and Prevention · USBoston Children's Hospital · USMédecins Sans Frontières · CHUnited States Agency for International Development · USUniversity College London · GBUniversity of Cape Town · ZAUniversity of Copenhagen · DKUniversity of Oxford · GBWorld Bank Group · US

Funding

Genetic Analysis and Manipulation Core (GAEC)P50HD105351 · NICHD · BOSTON CHILDREN'S HOSPITAL · PI SCOTT Loren POMEROY, MUSTAFA SAHIN · 2021 to 2026
$9.4M
4/5 The Cumulative Risk of Substance Exposure and Early Life Adversity on Child Health Development and Outcomes (Administrative Supplement)R34DA050289 · NIDA · BOSTON CHILDREN'S HOSPITAL · PI NELSON, CHARLES ALEXANDER · 2019 to 2021
$988k
Medical Research Council MC_PC_19012Medical Research Council MR/R015600/1NICHD NIH HHS P50 HD105351NIDA NIH HHS R34 DA050289World Health Organization 001
6 · The paper itself

Abstract

backgroundThe COVID-19 pandemic priorities have focused on prevention, detection, and response. Beyond morbidity and mortality, pandemics carry secondary impacts, such as children orphaned or bereft of their caregivers. Such children often face adverse consequences, including poverty, abuse, and institutionalisation. We provide estimates for the magnitude of this problem resulting from COVID-19 and describe the need for resource allocation.

methodsWe used mortality and fertility data to model minimum estimates and rates of COVID-19-associated deaths of primary or secondary caregivers for children younger than 18 years in 21 countries. We considered parents and custodial grandparents as primary caregivers, and co-residing grandparents or older kin (aged 60-84 years) as secondary caregivers. To avoid overcounting, we adjusted for possible clustering of deaths using an estimated secondary attack rate and age-specific infection-fatality ratios for SARS-CoV-2. We used these estimates to model global extrapolations for the number of children who have experienced COVID-19-associated deaths of primary and secondary caregivers.

findingsGlobally, from March 1, 2020, to April 30, 2021, we estimate 1 134 000 children (95% credible interval 884 000-1 185 000) experienced the death of primary caregivers, including at least one parent or custodial grandparent. 1 562 000 children (1 299 000-1 683 000) experienced the death of at least one primary or secondary caregiver. Countries in our study set with primary caregiver death rates of at least one per 1000 children included Peru (10·2 per 1000 children), South Africa (5·1), Mexico (3·5), Brazil (2·4), Colombia (2·3), Iran (1·7), the USA (1·5), Argentina (1·1), and Russia (1·0). Numbers of children orphaned exceeded numbers of deaths among those aged 15-50 years. Between two and five times more children had deceased fathers than deceased mothers.

interpretationOrphanhood and caregiver deaths are a hidden pandemic resulting from COVID-19-associated deaths. Accelerating equitable vaccine delivery is key to prevention. Psychosocial and economic support can help families to nurture children bereft of caregivers and help to ensure that institutionalisation is avoided. These data show the need for an additional pillar of our response: prevent, detect, respond, and care for children.

fundingUK Research and Innovation (Global Challenges Research Fund, Engineering and Physical Sciences Research Council, Medical Research Council), UK National Institute for Health Research, US National Institutes of Health, and Imperial College London.

Indexed as

Models, StatisticalAdolescentAdultAgedCaregiversChildChild, OrphanedCOVID-19FemaleGlobal HealthHumansMaleMiddle AgedYoung Adult

Identifiers

PMID34298000
PMCPMC8293949
OpenAlexW3186829581

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.