Yes. Used to be that Rechargeable Li-ions (like RCR123s) would lose most of their capacity in about 3 years from the time of manufacture whether they were used or not. That may have improved to 4 or more years by now, but I believe it is still the case on some schedule (or some maximum number of discharge cycles, whichever comes first).