Skip to main content
Bulletin of the World Health Organization logoLink to Bulletin of the World Health Organization
. 1996;74(2):147–154.

Algorithms for verbal autopsies: a validation study in Kenyan children.

M A Quigley 1, J R Armstrong Schellenberg 1, R W Snow 1
PMCID: PMC2486900  PMID: 8706229

Abstract

The verbal autopsy (VA) questionnaire is a widely used method for collecting information on cause-specific mortality where the medical certification of deaths in childhood is incomplete. This paper discusses review by physicians and expert algorithms as approaches to ascribing cause of deaths from the VA questionnaire and proposes an alternative, data-derived approach. In this validation study, the relatives of 295 children who had died in hospital were interviewed using a VA questionnaire. The children were assigned causes of death using data-derived algorithms obtained under logistic regression and using expert algorithms. For most causes of death, the data-derived algorithms and expert algorithms yielded similar levels of diagnostic accuracy. However, a data-derived algorithm for malaria gave a sensitivity of 71% (95% Cl: 58-84%), which was significantly higher than the sensitivity of 47% obtained under an expert algorithm. The need for exploring this and other ways in which the VA technique can be improved are discussed. The implications of less-than-perfect sensitivity and specificity are explored using numerical examples. Misclassification bias should be taken into consideration when planning and evaluating epidemiological studies.

Full text

PDF
150

Selected References

These references are in PubMed. This may not be the complete list of references from this article.

  1. Alonso P. L., Lindsay S. W., Armstrong J. R., Conteh M., Hill A. G., David P. H., Fegan G., de Francisco A., Hall A. J., Shenton F. C. The effect of insecticide-treated bed nets on mortality of Gambian children. Lancet. 1991 Jun 22;337(8756):1499–1502. doi: 10.1016/0140-6736(91)93194-e. [DOI] [PubMed] [Google Scholar]
  2. Bang A. T., Bang R. A. Diagnosis of causes of childhood deaths in developing countries by verbal autopsy: suggested criteria. The SEARCH Team. Bull World Health Organ. 1992;70(4):499–507. [PMC free article] [PubMed] [Google Scholar]
  3. Bang A. T., Bang R. A., Tale O., Sontakke P., Solanki J., Wargantiwar R., Kelzarkar P. Reduction in pneumonia mortality and total childhood mortality by means of community-based intervention trial in Gadchiroli, India. Lancet. 1990 Jul 28;336(8709):201–206. doi: 10.1016/0140-6736(90)91733-q. [DOI] [PubMed] [Google Scholar]
  4. Goldman L., Weinberg M., Weisberg M., Olshen R., Cook E. F., Sargent R. K., Lamas G. A., Dennis C., Wilson C., Deckelbaum L. A computer-derived protocol to aid in the diagnosis of emergency room patients with acute chest pain. N Engl J Med. 1982 Sep 2;307(10):588–596. doi: 10.1056/NEJM198209023071004. [DOI] [PubMed] [Google Scholar]
  5. Greenwood B. M., Greenwood A. M., Bradley A. K., Tulloch S., Hayes R., Oldfield F. S. Deaths in infancy and early childhood in a well-vaccinated, rural, West African population. Ann Trop Paediatr. 1987 Jun;7(2):91–99. doi: 10.1080/02724936.1987.11748482. [DOI] [PubMed] [Google Scholar]
  6. Kalter H. D., Gray R. H., Black R. E., Gultiano S. A. Validation of postmortem interviews to ascertain selected causes of death in children. Int J Epidemiol. 1990 Jun;19(2):380–386. doi: 10.1093/ije/19.2.380. [DOI] [PubMed] [Google Scholar]
  7. Mirza N. M., Macharia W. M., Wafula E. M., Agwanda R. O., Onyango F. E. Verbal autopsy: a tool for determining cause of death in a community. East Afr Med J. 1990 Oct;67(10):693–698. [PubMed] [Google Scholar]
  8. O'Dempsey T. J., McArdle T. F., Laurence B. E., Lamont A. C., Todd J. E., Greenwood B. M. Overlap in the clinical features of pneumonia and malaria in African children. Trans R Soc Trop Med Hyg. 1993 Nov-Dec;87(6):662–665. doi: 10.1016/0035-9203(93)90279-y. [DOI] [PubMed] [Google Scholar]
  9. Pacqué-Margolis S., Pacqué M., Dukuly Z., Boateng J., Taylor H. R. Application of the verbal autopsy during a clinical trial. Soc Sci Med. 1990;31(5):585–591. doi: 10.1016/0277-9536(90)90094-9. [DOI] [PubMed] [Google Scholar]
  10. Richens J., Smith T., Mylius T., Spooner V. An algorithm for the clinical differentiation of malaria and typhoid: a preliminary communication. P N G Med J. 1992 Dec;35(4):298–302. [PubMed] [Google Scholar]
  11. Snow R. W., Armstrong J. R., Forster D., Winstanley M. T., Marsh V. M., Newton C. R., Waruiru C., Mwangi I., Winstanley P. A., Marsh K. Childhood deaths in Africa: uses and limitations of verbal autopsies. Lancet. 1992 Aug 8;340(8815):351–355. doi: 10.1016/0140-6736(92)91414-4. [DOI] [PubMed] [Google Scholar]
  12. Snow R. W., Basto de Azevedo I., Forster D., Mwankuyse S., Bomu G., Kassiga G., Nyamawi C., Teuscher T., Marsh K. Maternal recall of symptoms associated with childhood deaths in rural east Africa. Int J Epidemiol. 1993 Aug;22(4):677–683. doi: 10.1093/ije/22.4.677. [DOI] [PubMed] [Google Scholar]
  13. Todd J. E., De Francisco A., O'Dempsey T. J., Greenwood B. M. The limitations of verbal autopsy in a malaria-endemic region. Ann Trop Paediatr. 1994;14(1):31–36. doi: 10.1080/02724936.1994.11747689. [DOI] [PubMed] [Google Scholar]

Articles from Bulletin of the World Health Organization are provided here courtesy of World Health Organization

RESOURCES