> There are diminishing returns but they don't really kick in until you're already pretty fit, they are only really a concern that athletes need to think about.

The paper suggest otherwise. Replacing ten minutes of your otherwise 11 hours of sedentary time with exercise will have less than twice the effect on blood pressure of replacing five minutes with exercise. That is diminishing returns.