Infant- and child-level predictors of mortality in low-resource settings: the WHO Child Mortality Risk Stratification Multi-Country Pooled Cohort
WHO Risk Stratification Working Group (WHO-RSWG), ; Schwinger, C.
Show abstract
BackgroundDespite impressive reductions in overall global child mortality, rates of decline have slowed during the last decade. Current guidelines for the care of at-risk children in low-resource settings mostly focus on broad clinical syndromes or undernutrition rather than childrens individual contextualized risk. We aimed to identify readily assessable child-level characteristics that can predict child mortality risk in a range of community and healthcare settings in high-burden settings. MethodsWe analysed pooled data from 33 cohorts including 75,287 children under five years of age living in low resource settings to estimate the absolute risks of death associated with risk exposures separately and combined with anthropometry. Children were grouped according to population types studied: general population (GP), selected on anthropometric criteria (A-S), and selected on the presence of illness (I-S). FindingsDuring a total of 69,085 child-years of follow-up in the pooled dataset, 2,805 (3.7%) children died. Age <24 months, low anthropometry, preterm birth, low birthweight, and absence of breastfeeding were each associated with increased mortality: risks were additive and declined with increasing age. However, overall mortality and the association between child-level characteristics and mortality differed according to the type of study population and child age. InterpretationRisk assessments combining individual child-level characteristics including anthropometry can enable programmes to identify children at high and lower risk of mortality and, thereafter, differentiate care accordingly. Such a strategy may reduce mortality and optimise health system efficiency and effectiveness.
Matching journals
The top 7 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Association between household composition and severe COVID-19 outcomes in older people by ethnicity: an observational cohort study using the OpenSAFELY platform 92%
- Association of pre-existing maternal cardiovascular diseases with neurodevelopmental disorders in offspring: a cohort study in Sweden and British Columbia, Canada 91%
- The health impact of long COVID during the 2021-2022 Omicron wave in Australia: a quantitative burden of disease study 91%
Similar papers in this journal
- Which children and young people are at higher risk of severe disease and death after SARS-CoV-2 infection: a systematic review and individual patient meta-analysis 92%
- COVID-19 among migrants, refugees, and internally displaced persons: systematic review, meta-analysis and qualitative synthesis of the global empirical literature 92%
- Exposome changes in primary school children following the wide population non-pharmacological interventions implemented due to COVID-19 in Cyprus: a national survey 91%
Similar papers in this journal
- Ethnic differences in COVID-19 mortality in the second and third waves of the pandemic in England during the vaccine roll-out: a retrospective, population-based cohort study 92%
- Maternal pre-pregnancy body mass index and risk of preterm birth: a collaboration using large routine health datasets 92%
- Determinants of pre-vaccination antibody responses to SARS-CoV-2: a population-based longitudinal study (COVIDENCE UK) 92%
Similar papers in this journal
- Indirect effects of the COVID-19 pandemic on paediatric health-care use and severe disease: a retrospective national cohort study 94%
- Child Mortality in England During the First Year of the COVID-19 Pandemic 94%
- Deficits in hospital care among clinically vulnerable children aged 0 to 4 years during the COVID-19 pandemic 93%
Similar papers in this journal
- Impacts of school closures on physical and mental health of children and young people: a systematic review 91%
- Clinical features and burden of post-acute sequelae of SARS-CoV-2 infection in children and adolescents: an exploratory EHR-based cohort study from the RECOVER program 90%
- Pediatric household transmission of SARS-CoV-2 infection 90%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.