title: A probabilistic approach to interpreting verbal autopsies: methodology and preliminary validation in Vietnam.
abstract: OBJECTIVE
  Verbal autopsy (VA) has become an important tool in the past 20 years for determining cause of death in communities where there is no routine registration. In many cases, expert physicians have been used to interpret the VA findings and so assign individual causes of death. However, this is time consuming and not always repeatable. Other approaches such as algorithms and neural networks have been developed in some settings. This paper aims to develop a method that is simple, reliable and consistent, which could represent an advance in VA interpretation.
  
  
  METHODS
  This paper describes the development of a Bayesian probability model for VA interpretation as an attempt to find a better approach. This methodology and a preliminary implementation are described, with an evaluation based on VA material from rural Vietnam.
  
  
  RESULTS
  The new model was tested against a series of 189 VA interviews from a rural community in Vietnam. Using this very basic model, over 70% of individual causes of death corresponded with those determined by two physicians increasing to over 80% if those cases ascribed to old age or as being indeterminate by the physicians were excluded.
  
  
  CONCLUSIONS
  Although there is a clear need to improve the preliminary model and to test more extensively with larger and more varied datasets, these preliminary results suggest that there may be good potential in this probabilistic approach.
authors.affiliation: Umeå International School of Public Health, Umeå, Sweden. peterbyass@aol.com
authors.forename: Peter
authors.initials: P
authors.lastname: Byass
authors.forename: Dao Lan
authors.initials: DL
authors.lastname: Huong
authors.forename: Hoang Van
authors.initials: HV
authors.lastname: Minh
mesh_terms: D001344:Autopsy / Q000379:methods*; D001499:Bayes Theorem; D002423:Cause of Death; D003334:Coroners and Medical Examiners; D003906:Developing Countries / Q000706:statistics & numerical data; D005190:Family; D006801:Humans; D007407:Interviews as Topic; D010820:Physicians / Q000592:standards; D015203:Reproducibility of Results; D012424:Rural Population / Q000706:statistics & numerical data; D013060:Speech; D014744:Vietnam / Q000453:epidemiology