ControScience: Is Most Published Research Wrong

You'll probably have to listen to this short video several times, and put on your thinking cap on the technical parts, but the overall message is clear.  "Science" is not the objective arbiter of truth that all of us have been taught.  

However, the presenter draws exactly the wrong conclusion at the very end.  Can you explain the problem?