Faster Is Not Always Better: Why Mammography Audit Outcomes Need Time to Mature
A case sitting in your false-positive column right now might be a true positive that nobody has diagnosed yet. That isn't a data-entry mistake — it's how the math works.
Outcome-dependent audit metrics — CDR, PPV, sensitivity, specificity — can't be final until the one-year cancer outcome window closes. A case in your false-positive column today might be a true positive by year-end.