Background: Reliable statistics on the underlying cause of death are essential for monitoring the health in a population. When there is insufcient information to identify the true underlying cause of death, the death will be classifed using less informative codes, garbage codes. If many deaths are assigned a garbage code, the information value of the cause-of-death statistics is reduced. The aim ...