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AI tool to improve cause-of-death data in low-income countries — Level B2 — black android smartphone displaying 10 00

AI tool to improve cause-of-death data in low-income countriesCEFR B2

24 Mar 2026

Adapted from Dann Okoth, SciDev CC BY 2.0

Photo by KOBU Agency, Unsplash

Level B2 – Upper-intermediate
5 min
250 words

The CODA project aims to provide more accurate cause-of-death data in low-income settings by combining artificial intelligence with household and clinical information. Funded for three years by the Gates Foundation and led by Vital Strategies with an international consortium, CODA addresses large gaps where only eight per cent of deaths have documented causes and many deaths occur outside health facilities. Philip Setel and others describe this lack of data as a major blind spot for health policy.

CODA trains its models on historical records and rigorously validated datasets of deaths confirmed through post-mortem investigation. The tool can run offline and upload records later. In community settings, community health workers carry out post-mortem interviews with family members; the system manages interviews in real time, adapts suggested questions as new details appear, and converts spoken testimony into structured inputs for the cause-of-death algorithm. In clinical settings, physicians can enter patient history, observations and test results. Rather than a single final verdict, CODA provides a level of confidence for each recommendation.

Partners include Northeastern University, the University of Washington, IS Global, RTI International and the CHAMPS Project Office. Limited trials are planned in South Africa and Bangladesh starting in September. Project leaders note that autopsies offer the highest-quality data but are costly and hard to scale. The project will form a scientific advisory committee to address ethical, legal and cultural issues, and experts have emphasised transparency, data protection, government engagement and collaboration with end users.

Difficult words

  • consortiumgroup of organizations working together on a project
  • post-mortemprocess done after a person's death
  • validatecheck information or data to make sure it is correct
    validated
  • autopsymedical examination of a body after death
    autopsies
  • transparencyopenness and clear sharing of information or decisions
  • confidencedegree of certainty in a result or decision

Tip: hover, focus or tap highlighted words in the article to see quick definitions while you read or listen.

Discussion questions

  • What are the advantages and limits of using AI combined with household interviews to determine causes of death in areas with few medical records?
  • How should a project like CODA protect personal and family information while collecting sensitive health data?
  • What practical or cultural challenges might the project face when running trials in different countries such as South Africa and Bangladesh?

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