Abstr #0732 utilized #NLP to capture and classify VZV infxn using 2 approaches 1. Bag of Words (BOW) - filtered by vaccine mentions 2. kNN- active vs historical infection - BoW --> 92% accuracy - kNN --> 64% accuracy @RheumNow #ACR22 #NLP