Disease screening aims to identify individuals at risk for specific conditions. It is expected that an early detection allows for early intervention, with improved outcomes. However, large scale screening programs may not only have implications on resources, patient outcomes may not improve but may worsen if screening for the targeted disease has not been carefully designed and executed. On the other hand, a gradience in association between the measured value in health assessment and future risks of diseases may exist for many measures such as body weight, blood pressure, and biochemical test results. The underlying risk of diseases these measures represent, such as metabolic disorders, diabetes, cardiovascular diseases, and chronic kidney diseases, tend to have a prolonged latent period. During early stage of development of these conditions, no medical intervention is needed, and lifestyle change is the most appropriate recommendation. An elevated value on these measures, although no need for medical attention, may serve as an alert for these individuals, and reinforce the urgency of lifestyle change for them. Such an alert could be great help in making changes in lifestyle, as behavioural change is one of the most challenging tasks in humanity. This could be called as screening for health status. Under this circumstance, a more liberal threshold which may include individuals not really at risk for the candidate disease, maybe acceptable, as they have no implication in resources for health care system and does not impose additional risk to individuals under screening.