Building a Time-Series Model to Predict Hospitalization Risks in Home Health Care: Insights Into Development, Accuracy, and Fairness

Topaz, M., Davoudi, A., Evans, L., Sridharan, S., Song, J., Chae, S., Barrón, Y., Hobensack, M., Scharp, D., Cato, K., Rossetti, S. C., Kapela, P., Xu, Z., Gupta, P., Zhang, Z., Mcdonald, M. V., & Bowles, K. H. (2025). Building a Time-Series Model to Predict Hospitalization Risks in Home Health Care: Insights Into Development, Accuracy, and Fairness. Journal of the American Medical Directors Association, 26(2), 105417. https://doi.org/10.1016/j.jamda.2024.105417
Authors:
Maxim Topaz
Anahita Davoudi
Lauren Evans
Sridevi Sridharan
Jiyoun Song
Sena Chae
Yolanda Barrón
Mollie Hobensack
Danielle Scharp
Kenrick Cato
Sarah Collins Rossetti
Piotr Kapela
Zidu Xu
Pallavi Gupta
Zhihong Zhang
Margaret V Mcdonald
Kathryn H Bowles
Affiliated Authors:
Maxim Topaz
Mollie Hobensack
Danielle Scharp
Sarah Collins Rossetti
Zidu Xu
Pallavi Gupta
Zhihong Zhang
Author Keywords:
home health care service
risk prediction
natural language processing
model fairness
Publication Type:
Article
Unique ID:
10.1016/j.jamda.2024.105417
PMID:
Publication Date:
Data Source:
PubMed

Record Created: