Predicting referral need for febrile children in low-resource community settings in South and Southeast Asia

Arjun Chandna1,2,3, Constantinos Koshiaris4,5, Raman Mahajan6

  • 1Cambodia Oxford Medical Research Unit, Angkor Hospital for Children, Siem Reap, Cambodia. arjun@tropmedres.ac.

Nature Medicine
|April 29, 2026
PubMed

Insights

New clinical models accurately identify febrile children needing referral in low-resource settings. These models improve upon World Health Organization (WHO) danger signs, reducing unnecessary referrals and ensuring timely care for severe illness.

Area of Science:

  • Global Health
  • Pediatric Infectious Diseases
  • Clinical Decision Support

Background:

  • Accurate referral of febrile children in resource-limited settings is challenging.
  • Current World Health Organization (WHO) danger signs lack sufficient accuracy, leading to missed severe cases and over-referrals.

Purpose of the Study:

  • To develop and validate clinical prediction models for improved referral decisions in children with acute febrile illness.
  • To compare the performance of novel models against existing WHO criteria.

Main Methods:

  • Developed and validated prediction models using data from 3,405 children (aged 1-59 months) across seven hospitals in five Asian countries.
  • Utilized simple clinical parameters, pulse oximetry, and the biomarker soluble TREM1 (sTREM1).
  • Externally validated models using Cambodian data.

Main Results:

  • A model with simple clinical parameters showed higher sensitivity (74.7%) and specificity (99.1%) than WHO criteria (55.5% sensitivity, 82.6% specificity) for identifying severe disease risk.
  • Incorporating pulse oximetry or sTREM1 significantly increased sensitivity to over 88%.
  • The pulse oximetry model reduced referral rates threefold and demonstrated cost-effectiveness.

Conclusions:

  • Clinical prediction models, especially those incorporating pulse oximetry, offer a more accurate and cost-effective approach to triage febrile children in low-resource settings.
  • These models can significantly improve referral decisions, enhancing care for severe febrile illnesses.
  • Further evaluation in community-based trials is warranted.

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