Machine learning model for prediction of palliative care phases in patients with advanced cancer: a retrospective study
The prediction model developed in this study based on the machine learning algorithm showed good performance, offering significant potential for facilitating timely interventions, enhancing symptom management, and optimizing palliative care resource allocation in advanced cancer patients in mainland China.
Authors
- Sishan Jiang (ORCID: https://orcid.org/0009-0005-7494-8763)
- Yunyun Dai (ORCID: https://orcid.org/0000-0001-7352-5850)
- Xianghua Xu (ORCID: https://orcid.org/0000-0001-5244-6707)
- Junqingzhao Liu
- Yongyi Chen (ORCID: https://orcid.org/0000-0002-3226-7311)
- Junchen Guo
Institutions
- Guilin Medical University (CN)
- University of Wollongong (AU)
- Hunan Cancer Hospital (CN)
Publication Details
- Journal
- BMC Palliative Care
- Published
- 2025-05-24
- DOI
- https://doi.org/10.1186/s12904-025-01785-4
- Citations
- 1
- Primary Topic
- Palliative Care and End-of-Life Issues
- Type
- article
- Field-Weighted Citation Impact
- 1.88