Prediction model of in-hospital mortality risk in intensive care unit patients with cardiac arrest: a multicenter retrospective cohort study based on an ensemble model
The EL model outperformed single ML models in predicting IHCA patient death risk. The identified seven key features enabled the parsimonious EL model to reliably estimate the death risk.
Authors
- Wyman W. Lai (ORCID: https://orcid.org/0000-0002-9557-1855)
- Yancun Liu (ORCID: https://orcid.org/0000-0003-1164-7427)
- Muming Yu
- Yanfen Chai (ORCID: https://orcid.org/0000-0003-0503-7913)
- Bowen Li (ORCID: https://orcid.org/0000-0002-7166-2672)
- Li Liu (ORCID: https://orcid.org/0000-0003-3022-936X)
- Shu-Hang Wang
Institutions
- Nankai University (CN)
- Tianjin Medical University General Hospital (CN)
Publication Details
- Journal
- Frontiers in Cardiovascular Medicine
- Published
- 2025-05-20
- DOI
- https://doi.org/10.3389/fcvm.2025.1582636
- Primary Topic
- Cardiac Arrest and Resuscitation
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- National Natural Science Foundation of China
- Natural Science Foundation of Tianjin City