So is this a standard feature in a lot of watches, or something that only scientist-types can get?
Indeed. Beta decay. :-)
http://www.westcoastime.com/marnavnewall.html
http://store.lapolicegear.com/smithandwesson.html
http://www.righttime.com/rt/citizen/jr3060-59f.htm
(last one (Citizen) is the watch I wear. :-))