Development of ICU nurses' compassion fatigue classification model: an explainable machine learning algorithm

BMC Nurs. 2026 Apr 11. doi: 10.1186/s12912-026-04611-1. Online ahead of print.

Authors

Xueling Bian^#^{1

2}, Shunlian Luan^#¹, Huanhuan Wu¹, Dandan Zhang¹, Ping Gao², Xiaolin Chen³

Affiliations

¹ Department of Oncology, Binzhou Medical University Hospital, Binzhou, Shandong, 256603, China.
² School of Nursing, Binzhou Medical University, Binzhou, Shandong, 256603, China.
³ Office of Health Care, Binzhou Medical University Hospital, Binzhou, Shandong, 256603, China. xiaolin750210@sina.com.

^# Contributed equally.

PMID: 41965664
DOI: 10.1186/s12912-026-04611-1

No abstract available

Keywords: Compassion fatigue; Intensive care unit; Machine learning; Nurses; SHAP.

Grants and funding

202314010490/Medical and Health Science and Technology Development Project of Shandong Province