[billswift]

You might also note that they did not give any sort of false positive rate - they mentioned how often it correctly identified gunfire, but not how often other sounds were incorrectly labeled as gunfire. Since gunfire is uncommon, even with a fairly high accuracy rate, it is still likely to wrongly identify other sounds as gunfire more often than making accurate identifications.