Here is a thoughtful example of detector characterization from astrophysics: https://t.co/HPYbR6ly0z
They check every source of data for ephemera or errors which could mimic a real signal. Including errors that could be caused by hardware and noise or signals that could be misinterpreted in specific environments or contexts.