If you press on the highlighted text, with your finger the predicted word stays.

I usually just change my keyboard settings back to default/another language and then restart the "phone". Otherwise I do something like maxximuscool said.

I have only done that one time of maybe almost nine-ten times my virtual keyboard have "disappeared".