the batteries are still available at:
as they are quite expensive, don't care about the timer, you need just one for the shutter. because of the timer's thickness the first photo of the fuji film pack maybe a bit hard to pull.
have fun and if you use it regularly, you can replace the battery by a cr123 + holder, the are easy to find and last for ages. they fit perfectly into the compartment.