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Just a note

In this case the mean is 17.9 and standard deviation is 7.8. Hence the cut-off would be set at 17.9 + (7.8 2) = 33.5.

Such a high cut-off would have high specificity (close to 1). But it would have low sensitivity at only about 0.25.