Enhanced machine learning predictive modeling for delirium in elderly ICU patients with COPD and respiratory failure: A retrospective study based on MIMIC-IV
The developed prediction model effectively predicts the occurrence of delirium in elderly COPD patients with respiratory failure in the ICU. This model can assist clinical decision-making, potentially improving patient outcomes and reducing healthcare costs.
Authors
- Youli Jiang (ORCID: https://orcid.org/0000-0002-6856-5177)
- Ao Li (ORCID: https://orcid.org/0000-0001-5061-9694)
- Shuaishuai Li (ORCID: https://orcid.org/0000-0001-7134-7827)
- Zong-bi Wu
Institutions
- Guangzhou University of Chinese Medicine (CN)
- Central South University (CN)
- ShenZhen People’s Hospital (CN)
- Second Xiangya Hospital of Central South University (CN)
Publication Details
- Journal
- PLoS ONE
- Published
- 2025-03-20
- DOI
- https://doi.org/10.1371/journal.pone.0319297
- Citations
- 5
- Primary Topic
- Intensive Care Unit Cognitive Disorders
- Type
- article
- Field-Weighted Citation Impact
- 7.73