Representative Joe Wilson of South Carolina, who gained a national following among conservatives for shouting “You lie” at Mr. Obama during his health care speech before a joint session of Congress three years ago, said his earlier reservations about Mr. Romney had been resolved as he learned more about him. He said he had picked up a new biographical detail about Mr. Romney from the convention literature. “I didn’t know he had five sons,” Mr. Wilson said.