ArticlePloS one2016
Predicting Hospitalised Paediatric Pneumonia Mortality Risk: An External Validation of RISC and mRISC, and Local Tool Development (RISC-Malawi) from Malawi.
Article in PloS one, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. It is linked to trial NCT06176664 (Oxygen Therapy for Children With Moderate Hypoxemia in Malawi), which is not on this map. Cited by 57 papers, 6 of them syntheses that pooled it.
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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.
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.
Oxygen Therapy for Children With Moderate Hypoxemia in Malawi: Pilot Randomized Control Trial
Who cites it
57 citing papers in PubMed, 6 syntheses or guidelines pooled it.
- Hypoxaemia and mortality in children with lower respiratory infection in low-income and middle-income countries: systematic review and meta-analysis.The Lancet. Global health · 2026Pooled it
- Pooled it
- What are the risk factors for death among children with pneumonia in low- and middle-income countries? A systematic review.Journal of global health · 2023Pooled it
- Prognostic models for predicting in-hospital paediatric mortality in resource-limited countries: a systematic review.BMJ open · 2020Pooled it
- Case fatality rate and viral aetiologies of acute respiratory tract infections in HIV positive and negative people in Africa: The VARIAFRICA-HIV systematic review and meta-analysis.Journal of clinical virology : the official publication of the Pan American Society for Clinical Virology · 2019Pooled it
- Pneumonia Risk Stratification Scores for Children in Low-Resource Settings: A Systematic Literature Review.The Pediatric infectious disease journal · 2018Pooled it
- Oxygen therapy for children with an oxygen saturation of 90-93% in Malawi: the NoGoLOBMJ paediatrics open · 2026Trial
- Identifying modifiable risk factors for mortality in children aged 1-59 months admitted with WHO-defined severe pneumonia: a single-centre observational cohort study from rural Malawi.BMJ paediatrics open · 2022Trial
- Development of a scale for early prediction of refractory Mycoplasma pneumoniae pneumonia in hospitalized children.Scientific reports · 2021Trial
- Bubble continuous positive airway pressure for children with high-risk conditions and severe pneumonia in Malawi: an open label, randomised, controlled trial.The Lancet. Respiratory medicine · 2019Trial
- Trial
- Reliability of Physical Examination Findings in Youths Diagnosed With Pneumonia.JAMA network open · 2026Article
- Health care worker-reported barriers and potential facilitators of acute lower respiratory infection care deliver for children at Mchinji District Hospital in Malawi.IJID regions · 2026Article
- External Validation of Pediatric Pneumonia and Bronchiolitis Risk Scores to Predict Mortality in Children Hospitalized in Kenya: A Retrospective Cohort Study.The Journal of infectious diseases · 2026Article
- Narrative review of clinical prediction models for paediatric community acquired pneumonia.Paediatric respiratory reviews · 2025Review
- Paediatric healthcare in Manhiça district through a gender lens: a retrospective analysis of 17 years of morbidity and demographic surveillance data.Journal of global health · 2025Article
- Prediction of inpatient mortality in hospitalised children in low- and middle-income countries: An external validation of paediatric mortality risk scores.Journal of global health · 2024Article
- Article
- Pulse Oximetry Accuracy in Children with Dark Skin Tones: Relevance to Acute Lower Respiratory Infection Care in Low- and Middle-Income Countries.The American journal of tropical medicine and hygiene · 2024Review
- External validation of an admission risk score for predicting inpatient paediatric mortality in two Kenyan public hospitals.Wellcome open research · 2024Article
Corrections and comments
- Erratum issued
Authors and funding
10 authors.
Funding
Abstract
backgroundPneumonia is the leading infectious cause of under-5 mortality in sub-Saharan Africa. Clinical prediction tools may aide case classification, triage, and allocation of hospital resources. We performed an external validation of two published prediction tools and compared this to a locally developed tool to identify children admitted with pneumonia at increased risk for in-hospital mortality in Malawi.
methodsWe retrospectively analyzed the performance of the Respiratory Index of Severity in Children (RISC) and modified RISC (mRISC) scores in a child pneumonia dataset prospectively collected during routine care at seven hospitals in Malawi between 2011-2014. RISC has both an HIV-infected and HIV-uninfected tool. A local score (RISC-Malawi) was developed using multivariable logistic regression with missing data multiply imputed using chained equations. Score performances were assessed using c-statistics, sensitivity, specificity, positive predictive value, negative predictive value, and likelihood statistics.
results16,475 in-patient pneumonia episodes were recorded (case-fatality rate (CFR): 3.2%), 9,533 with complete data (CFR: 2.0%). The c-statistic for the RISC (HIV-uninfected) score, used to assess its ability to differentiate between children who survived to discharge and those that died, was 0.72. The RISC-Malawi score, using mid-upper arm circumference as an indicator of malnutrition severity, had a c-statistic of 0.79. We were unable to perform a comprehensive external validation of RISC (HIV-infected) and mRISC as both scores include parameters that were not routinely documented variables in our dataset.
conclusionIn our population of Malawian children with WHO-defined pneumonia, the RISC (HIV-uninfected) score identified those at high risk for in-hospital mortality. However the refinement of parameters and resultant creation of RISC-Malawi improved performance. Next steps include prospectively studying both scores to determine if incorporation into routine care delivery can have a meaningful impact on in-hospital CFRs of children with WHO-defined pneumonia.
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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.