Machine Learning Approach to Classify Vibrio vulnificus Necrotizing Fasciitis, Non-Vibrio Necrotizing Fasciitis and Cellulitis
We effectively developed a multiclassification model aimed at forecasting the occurrence of cellulitis, non-Vibrio NF, or V. Vulnificus NF in patients suffering from soft tissue infection, and we further described the model's predictions using the SHAP algorithm.
Authors
- Kai-Hsiang Wu (ORCID: https://orcid.org/0000-0002-7586-882X)
- Chia‐Peng Chang (ORCID: https://orcid.org/0000-0003-2856-3481)
Institutions
- Chang Gung University of Science and Technology (TW)
- Chang Gung University (TW)
- Chiayi Chang Gung Memorial Hospital (TW)
Publication Details
- Journal
- Infection and Drug Resistance
- Published
- 2024-12-01
- DOI
- https://doi.org/10.2147/idr.s487893
- Citations
- 1
- Primary Topic
- Streptococcal Infections and Treatments
- Type
- article
- Field-Weighted Citation Impact
- 0.54
Funders
- Chang Gung Medical Foundation
- National Science and Technology Council
- Chiayi Chang Gung Memorial Hospital