Identifying Cases of Shoulder Injury Related to Vaccine Administration (SIRVA) in the United States: Development and Validation of a Natural Language Processing Method.

Chengyi Zheng Jonathan Duffy In-Lu Amy Liu Lina S Sy Ronald A Navarro Sunhea S Kim Denison S Ryan Wansu Chen Lei Qian Cheryl Mercado Steven J Jacobsen

Published in: JMIR public health and surveillance (2022)

The algorithm performed with high sensitivity and reasonable specificity in identifying positive SIRVA cases. The NLP algorithm can potentially be used in future population-based studies to identify this rare adverse event, avoiding labor-intensive chart review validation.

Keyphrases

machine learning
deep learning
autism spectrum disorder
neural network
current status
case control
drug induced