CRISP: A causal relationships-guided deep learning framework for advanced ICU mortality prediction

CRISP: A causal relationships-guided deep learning framework for advanced ICU mortality prediction

Abstract Background Mortality prediction is critical in clinical care, particularly in intensive care units (ICUs), where early identification of high-risk patients can inform treatment decisions. While deep learning (DL) models have demonstrated significant potential in this task, most suffer from...

Full description

Saved in:
Bibliographic Details
Main Authors: Linna Wang, Xinyu Guo, Haoyue Shi, Yuehang Ma, Han Bao, Lihua Jiang, Li Zhao, Ziliang Feng, Tao Zhu, Li Lu
Format: Article
Language:English
Published: BMC 2025-04-01
Series:BMC Medical Informatics and Decision Making
Subjects:
Mortality prediction
Class imbalance
Causal machine learning
Clinical decision support
Online Access:https://doi.org/10.1186/s12911-025-02981-1
Tags: Add Tag
No Tags, Be the first to tag this record!

Internet

https://doi.org/10.1186/s12911-025-02981-1

Similar Items