[go: up one dir, main page]
Search
 
loader loading subjects...
cover
Temporal Context Matters: An Explainable Model for Medical Resource Utilization in Chronic Kidney Disease
Omar Hamed, Amira Soliman, Kobra Etminani
613 - 614
10.3233/SHTI230219
Research Article
Studies in Health Technology and Informatics
Volume 302: Caring is Sharing – Exploiting the Value in Data for Health and Innovation
Abstract

The prediction of medical resource utilization is beneficial for effective healthcare resource planning and allocation. Previous work in resource utilization prediction can be categorized into two main classes, count-based and trajectory-based. Both of these classes have some challenges, in this work we propose a hybrid approach to overcome these challenges. Our initial results promote the value of temporal context in resource utilization prediction and highlight the importance of model explainability in understanding the main important variables.

Download
Creative Commons License