Yes, the box should be checked. This year, taxpayers age 19-23 are eligible for the Earned Income Credit as long as they are not full-time students. Homeless or foster youths qualify at age 18. Your situation is kind of lumped in with theirs on that box, which anyone who is under 24 checks if they are eligible for the credit.
