From this New York Times article:
Researchers found the home test accurate 99.98 percent of the time for people who do not have the virus. By comparison, they found it to be accurate 92 percent of the time in detecting people who do. [...]
So, while only about one person in 5,000 would get a false negative test, about one person in 12 could get a false positive.