Odds of battery just dying?

Classic suddenly bad battery symptoms if I ever saw them.

Of course I would do a quick cables and whatnot check, and try charging or jumping it to get it running and another voltage check running. (should be 14. something or so)

If all that checked out I'd be pretty secure in getting another one.
(If I'm sure I didn't leave something on and kill it) :-)