Precision
Of the cases a classifier flags as positive, the share that really are: TP / (TP + FP).
Precision is P(actually positive | flagged): TP / (TP + FP).
See it in action
Try precision hands-on in the lesson Probability and Bayes, part of the The maths behind AI course.