Let's assume the "real" share of infectious people in the population is 10/100k (That's twice as much as the most recent reported 7-day incidence (5.1/100k) of new infections for Leipzig, the area where the study was performed.)
Further let's assume a PCR Test has a 30% FNR, and a 10% FPR (numbers completely made up, I don't have a source).
Then out of 1500 People who have tested negative, we'd expect 0.05 to have the virus.