Why trustworthy medical AI makes uncertainty visible instead of hiding it behind a polished clinical note.

A doctor mentions a medication during a consult. The AI writes a different medication name in the clinical note. It is still a real medicine. The spelling looks correct. The note is well formatted. Nothing looks obviously broken. That is what makes the mistake dangerous. When people talk about AI errors, they often imagine something absurd: a made-up diagnosis, nonsense text, or an answer that is visibly wrong. Those failures are easy to catch. The harder failures are plausible enough to pass…