Extracting social determinants of health from electronic health records using natural language processing: a systematic review.

Braja Gopal Patra Mohit Manoj Sharma Veer VekariaPrakash AdekkanattuOlga V Patterson Benjamin Scott GlicksbergLauren A LepowEuijung RyuJoanna M BiernackaAl'ona FurmanchukThomas J George William R HoganYonghui WuXi YangJiang BianMyrna WeissmanPriya WickramaratneJ John MannMark OlfsonThomas R Campion Mark G Weiner Jyotishman Pathak

Published in: Journal of the American Medical Informatics Association : JAMIA (2022)

NLP offers significant potential to extract SDoH data from narrative clinical notes, which in turn can aid in the development of screening tools, risk prediction models, and clinical decision support systems.

Keyphrases

electronic health record
clinical decision support
healthcare
public health
adverse drug
mental health
oxidative stress
health information
fluorescent probe
living cells
anti inflammatory
machine learning
social media
deep learning
risk assessment