Huge difference. She should get the pension, the investigation should continue and if she is then found guilty of any charges or violations, she pays the money back, goes to jail and forfeits any future pensions.
This is a news piece looking for a story.
I should have added: if found guilty, she can always run for Congress as Democrat in Florida.