There is no reliable research to indicate that thermometers lose their accuracy over time. However, this may be possible with age and when battery life gets low.
The FDA states that drafts, direct sunlight, and nearby radiant heat sources can affect the accuracy of the thermometer. The FDA also suggests leaving the thermometer in the room where a person will take their temperature for 10–30 minutes before using it.