Gated recurrent unit with decay has real-time capability for postoperative ileus surveillance and offers cross-hospital transferability
GRU-D's dynamic risk assessment capability is crucial in scenarios where clinical follow-up is essential, warranting further research on built-in explainability for clinical integration.
Authors
- Sunyang Fu (ORCID: https://orcid.org/0000-0003-1691-5179)
- Cornelius A. Thiels (ORCID: https://orcid.org/0000-0003-3654-8601)
- Xiaoyang Ruan (ORCID: https://orcid.org/0009-0006-7085-744X)
- Curtis B. Storlie (ORCID: https://orcid.org/0000-0002-2464-6864)
- Kellie L. Mathis (ORCID: https://orcid.org/0000-0002-2547-5606)
- Hongfang Liu (ORCID: https://orcid.org/0000-0003-2570-3741)
- Patrick M. Wilson (ORCID: https://orcid.org/0000-0002-6604-444X)
- Heling Jia
- Schaeferle M Gavin
Institutions
- Mayo Clinic (US)
- Mayo Clinic in Arizona (US)
- Mayo Clinic in Florida (US)
- The University of Texas Health Science Center (US)
- The University of Texas Health Science Center at Houston (US)
Publication Details
- Journal
- Communications Medicine
- Published
- 2025-08-04
- DOI
- https://doi.org/10.1038/s43856-025-01053-9
- Citations
- 2
- Primary Topic
- Enhanced Recovery After Surgery
- Type
- article
- Field-Weighted Citation Impact
- 4.01
Funders
- Cancer Prevention and Research Institute of Texas