Precision Opioid Prescription in ICU Surgery: Insights from an Interpretable Deep Learning Framework
The DNN proved to be an effective model for predicting postoperative opioid consumption and identifying significant features through the PermFIT framework. This approach offers a valuable tool for precise opioid prescription tailored to the individual needs of ICU surgical patients, improving patient outcomes and enhancing safety.
Authors
- Isaac Luria
- Baiming Zou (ORCID: https://orcid.org/0000-0002-7879-9460)
- Patrick Tighe (ORCID: https://orcid.org/0000-0002-1881-9941)
- Fei Zou (ORCID: https://orcid.org/0000-0002-6637-3593)
- Xiaoning Zhu
Institutions
- University of North Carolina at Chapel Hill (US)
- University of Florida (US)
Publication Details
- Journal
- Journal of Surgery
- Published
- 2024-11-27
- DOI
- https://doi.org/10.29011/2575-9760.11189
- Citations
- 1
- Primary Topic
- Opioid Use Disorder Treatment
- Type
- article
- Field-Weighted Citation Impact
- 0.54
Funders
- National Institutes of Health