Screening electronic health record–related patient safety reports using machine learning.

Voluntary error reporting systems are an important part of safety improvement programs, but difficulty in analyzing error reports has limited their utility. This study described the development of a machine learning algorithm to analyze free-text data in incident reports. The algorithm proved to be accurate in classifying events when compared to manual review.