Outcome-auxiliary-dependentsamplingValidationsampleTwo-stage design is a well-known cost-effective way for conducting biomedical studies when the exposure variable is expensive or difficult to measure. Recent research development further allowed one or both stages of the two-stage design to be outcome ...