Towards clinical prediction with transparency: An explainable AI approach to survival modelling in residential aged care
This study successfully applied machine learning to create viable survival models for aged care residents, demonstrating their usability for clinical settings via a suite of interpretable tools. The findings support the introduction into clinical trials of machine learning with explainable AI tools in geriatric medicine for mortality prediction to enhance the quality of EoL care and informed discussions regarding palliative care.
Authors
- Elise Griffin
- Teo Sušnjak (ORCID: https://orcid.org/0000-0001-9416-1435)
Institutions
- Massey University (NZ)
Publication Details
- Journal
- Computer Methods and Programs in Biomedicine
- Published
- 2025-02-15
- DOI
- https://doi.org/10.1016/j.cmpb.2025.108653
- Citations
- 5
- Primary Topic
- Frailty in Older Adults
- Type
- article
- Field-Weighted Citation Impact
- 6.12