According to Merriam-Webster.com:
Stat, adverb: without delay : IMMEDIATELY
from stat, an abbreviation for the Latin statim, meaning "at once"
Despite most people capitalizing "stat", which makes it look like an acronym (maybe someone started capitalizing it for emphasis?), it's just a regular old lower-case word.
Tell all your friends STAT! ;)