Insert and tighten the retaining screw if applicable (not all chucks are counterbored to accept a retaining screw).

Counter-clockwise of course!

If the screw is damaged, use a fresh one to spare yourself some aggravation down the road.

It doesn't hurt to also treat these threads to a dab of threadlocker.