Using Natural Language Processing and Machine Learning to Identify Gout Flares From Electronic Clinical Notes

Abstract

We developed a computer-based method (NLP and ML) to identify gout flares from the clinical notes. Our method was validated as an accurate tool for identifying gout flares with higher sensitivity and specificity compared to previous studies.