Your question is Reducing False Positives in Alerts. 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).
How do you handle false positives when implementing high-fidelity alerts in a production system?