Extracting social support and social isolation information from clinical psychiatry notes: comparing a rule-based natural language processing system and a large language model

Patra, B. G., Lepow, L. A., Kasi Reddy Jagadeesh Kumar, P., Vekaria, V., Sharma, M. M., Adekkanattu, P., Fennessy, B., Hynes, G., Landi, I., Sanchez-Ruiz, J. A., Ryu, E., Biernacka, J. M., Nadkarni, G. N., Talati, A., Weissman, M., Olfson, M., Mann, J. J., Zhang, Y., Charney, A. W., & Pathak, J. (2024). Extracting social support and social isolation information from clinical psychiatry notes: comparing a rule-based natural language processing system and a large language model. Journal of the American Medical Informatics Association. https://doi.org/10.1093/jamia/ocae260
Authors:
Braja Gopal Patra
Lauren A Lepow
Praneet Kasi Reddy Jagadeesh Kumar
Veer Vekaria
Mohit Manoj Sharma
Prakash Adekkanattu
Brian Fennessy
Gavin Hynes
Isotta Landi
Jorge A Sanchez-Ruiz
Euijung Ryu
Joanna M Biernacka
Girish N Nadkarni
Ardesheer Talati
Myrna Weissman
Mark Olfson
J John Mann
Yiye Zhang
Alexander W Charney
Jyotishman Pathak
Affiliated Authors:
Ardesheer Talati
Myrna Weissman
Mark Olfson
J John Mann
Author Keywords:
electronic health records
large language model
natural language processing
social determinants of health
social isolation
social support
Publication Type:
Article
Unique ID:
10.1093/jamia/ocae260
PMID:
Publication Date:
Data Source:
PubMed

Record Created: