The Calibration Problem in Medical AI: Why Confidence Scores Can Be Misleading
A medical AI system that reports 99% confidence in a pneumonia diagnosis may be correct only 80% of the time, highlighting a calibration problem where confidence scores do not reflect actual accuracy. Research shows mode…