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Pneumonia remains a major cause of child death globally, and improving antibiotic treatment rates is a key control strategy. The third paper in the PLOS series of 'Measuring Coverage in MNCH', the authors show that the performance of survey tools could be improved by increasing the survey recall period or by improving either overall discriminative power or specificity.