Bayes' theorem

If a disaster has a 0.1% chance and a 99%-accurate alarm is installed, out of ~110 alarm days in 10,000, about 100 are false alarms. Over 90% are wrong—yet dismissing the alarm means ignoring a 99%-accurate warning. This is the "base rate fallacy," where probability defies intuition.