Development and validation of a multidimensional and interpretable artificial intelligence model to predict gout recurrence in hospitalised patients: a real-world, ambispective multicentre cohort study in China
The multidimensional and interpretable GoutRe model demonstrated robust predictive performance across diverse clinical settings and validation cohorts. Its web-based tool may assist clinicians in early identification of patients at high risk of GoutRe, thereby enabling individualized treatment planning.
Authors
- Shixian Chen (ORCID: https://orcid.org/0000-0002-7200-433X)
- Junqing Zhu (ORCID: https://orcid.org/0000-0003-4642-2981)
- Juan Wu (ORCID: https://orcid.org/0000-0002-2580-9936)
- Fei Zhong (ORCID: https://orcid.org/0000-0003-3313-0904)
- Kangyu Zhang (ORCID: https://orcid.org/0000-0003-0555-0223)
- Xiaoling Chen (ORCID: https://orcid.org/0000-0002-4353-2061)
- Dongsheng Li (ORCID: https://orcid.org/0000-0002-1578-1239)
- Bowen Zheng (ORCID: https://orcid.org/0000-0001-9205-4441)
- Meng Li (ORCID: https://orcid.org/0000-0001-8502-7621)
- Ruichang Li (ORCID: https://orcid.org/0000-0002-5348-0680)
- Jiani Liu (ORCID: https://orcid.org/0000-0002-1396-0487)
- Zhipeng Cheng (ORCID: https://orcid.org/0000-0002-4657-251X)
- Ruifeng Lin
- Hui Zhang
- H. Ye (ORCID: https://orcid.org/0000-0003-0552-5490)
- R. Xie
- Danning Xie
- Juan Li
- Li Cai
- Yu Wu (ORCID: https://orcid.org/0000-0002-9109-0077)
- Yinxiu Jiang
Institutions
- Ganzhou People's Hospital (CN)
- Nanfang Hospital (CN)
- Zhujiang Hospital (CN)
- Dongguan People’s Hospital (CN)
- TCM-Intigrated Cancer Center of Southern Medical University (CN)
- Guangdong Institute of Intelligent Manufacturing (CN)
- Jiangmen Central Hospital (CN)
- Southern Medical University (CN)
Publication Details
- Journal
- BMC Medicine
- Published
- 2025-11-04
- DOI
- https://doi.org/10.1186/s12916-025-04454-8
- Citations
- 1
- Primary Topic
- Gout, Hyperuricemia, Uric Acid
- Type
- article
- Field-Weighted Citation Impact
- 1.43