An Interpretable AdaBoost Model for 1-Year Readmission Risk Prediction in AECOPD Patients with Hypertension
This study developed an interpretable AdaBoost-based online calculator for 1-year readmission risk assessment in AECOPD patients by hypertension. The tool highlight the importance of addressing hypercoagulability and nutritional status to reduce readmission risk. Further external multi-center validation is needed to enhance its generalizability.
Authors
- Luna L. Zhao (ORCID: https://orcid.org/0000-0001-5188-1395)
- Dong Liu (ORCID: https://orcid.org/0000-0001-6340-190X)
- Jingyi Zhang (ORCID: https://orcid.org/0000-0002-2844-3431)
- Maolang He
- Xinxin Zhang
Institutions
- Shihezi University (CN)
- First Affiliated Hospital of Shihezi University Medical College (CN)
Publication Details
- Journal
- International Journal of COPD
- Published
- 2026-01-01
- DOI
- https://doi.org/10.2147/copd.s557298
- Primary Topic
- Heart Failure Treatment and Management
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- Xinjiang Production and Construction Corps