Machine learning–based risk stratification for gastrointestinal bleeding in ICU patients with cirrhosis: evidence from the MIMIC database
The RF model demonstrated stable discrimination for predicting GIB risk in ICU patients with cirrhosis across multiple cohorts. Built on readily available clinical data, it enables timely risk stratification and informs individualized preventive interventions in critical care settings.
Authors
- Yuxin Duan
- Weifan Sui
- Jianyun Li (ORCID: https://orcid.org/0000-0001-9511-143X)
- Zhiwei Cai (ORCID: https://orcid.org/0000-0002-5121-0687)
- Yingying Xia (ORCID: https://orcid.org/0000-0003-4124-3175)
- Jian Fu (ORCID: https://orcid.org/0000-0002-2680-0394)
Institutions
- Jiangsu University (CN)
- Affiliated Hospital of Jiangsu University (CN)
Publication Details
- Journal
- Frontiers in Medicine
- Published
- 2025-12-05
- DOI
- https://doi.org/10.3389/fmed.2025.1701973
- Primary Topic
- Liver Disease and Transplantation
- Type
- article
- Field-Weighted Citation Impact
- 0.00