Performance evaluation of machine learning and Computer Coded Verbal Autopsy (CCVA) algorithms for cause of death determination: A comparative analysis of data from rural South Africa

Performance evaluation of machine learning and Computer Coded Verbal Autopsy (CCVA) algorithms for cause of death determination: A comparative analysis of data from rural South Africa

Computer Coded Verbal Autopsy (CCVA) algorithms are commonly used to determine the cause of death (CoD) from questionnaire responses extracted from verbal autopsies (VAs). However, they can only operate on structured data and cannot effectively harness information from unstructured VA narratives. Ma...

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Bibliographic Details
Main Authors: Michael T. Mapundu, Chodziwadziwa W. Kabudula, Eustasius Musenge, Victor Olago, Turgay Celik
Format: Article
Language:English
Published: Frontiers Media S.A. 2022-09-01
Series:Frontiers in Public Health
Subjects:
cause of death
machine learning
Verbal Autopsy
CCVA
algorithms
Online Access:https://www.frontiersin.org/articles/10.3389/fpubh.2022.990838/full

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