A "primary battery" is one that cannot be recharged, and is intended to be used once only.
The shelf-life of various battery chemistries:
Regarding storage temperature, most battery manufacturers recommend AGAINST storing in a refrigerator or freezer, but that can be an over-simplification.
Some factors to consider:
For the shelf-life of RECHARGEABLE batteries, see the right-most column here.