Machine learning strategies for multi-label pre-diagnosis of diseases with superficial data
The proposed framework exhibited its efficacy by performing well across various metrics and successfully accomplishing the established objectives, contributing insights to computer-aided diagnosis in the specific area of GP pre-diagnosis. Classifier chain-RF is recommended as an embedding approach.
Authors
- Ziwei Liu (ORCID: https://orcid.org/0000-0002-1812-2538)
- Xu Luo (ORCID: https://orcid.org/0000-0001-6942-896X)
- Dengqun Gou
Institutions
- Zunyi Medical University (CN)
- First People’s Hospital of Zunyi (CN)
Publication Details
- Journal
- Computer Methods and Programs in Biomedicine
- Published
- 2025-06-16
- DOI
- https://doi.org/10.1016/j.cmpb.2025.108911
- Citations
- 1
- Primary Topic
- Machine Learning in Healthcare
- Type
- article
- Field-Weighted Citation Impact
- 2.48
Funders
- Health Commission of Guizhou Province
- National Natural Science Foundation of China
- Science and Technology Program of Guizhou Province