Your question is Managing False Positives at Scale. Take a moment with it on the right.
Talk me through your thinking if you like. When you're confident, submit your answer and I'll grade it like a real screen (7/10 or better passes).
Explain the difference between a false positive and a false negative in vulnerability scanning, and how you manage both at scale.