Science’s Significant Stats Problem (2013)

That is wrong, or at least misleading. If we fix statistical significance, then changing the power of the test won't change the number of false effects that get through. Low power only changes the situation by causing us to relax our standards for significance. While I'm sure this happens, the real problem is how we interpret significance, not the power of the tests.