Construction of a transfer learning-based depression detection model for female breast cancer patients: text sentiment analysis
This study established a culturally adapted detection framework. By combining social media pre-training and clinical fine-tuning, the model enables scalable, non-invasive depression screening, bridging cultural barriers to emotional disclosure. Future work should expand demographic diversity and integrate multimodal data for enhanced clinical utility.
Authors
- Jiaqi Fu (ORCID: https://orcid.org/0000-0003-0081-6133)
- Chunrao Zheng
- Chuhan Zhong (ORCID: https://orcid.org/0009-0006-0374-3573)
- Yinghua Zeng (ORCID: https://orcid.org/0000-0001-8476-585X)
- Yanni Wu (ORCID: https://orcid.org/0000-0003-1938-2785)
- Hongpo Xie
- Jianyao Tang (ORCID: https://orcid.org/0009-0006-9059-8203)
- Shisi Deng (ORCID: https://orcid.org/0009-0003-1454-7592)
- Yuchang Mai
- Yujie Zhang (ORCID: https://orcid.org/0009-0009-9305-2718)
- Hong Zhao (ORCID: https://orcid.org/0000-0003-4616-3123)
- Jianhong Liu (ORCID: https://orcid.org/0000-0001-5278-9283)
- Jie Lai
- Zihan Guo (ORCID: https://orcid.org/0009-0005-3375-1075)
- Wenji Li (ORCID: https://orcid.org/0000-0002-6428-3623)
- Wanting Zheng (ORCID: https://orcid.org/0000-0002-0353-8784)
Institutions
- Central South University (CN)
- Army Medical University (CN)
- Guangdong Medical College (CN)
- Nanfang Hospital (CN)
- ShenZhen People’s Hospital (CN)
- Southwest Hospital (CN)
- Second Xiangya Hospital of Central South University (CN)
- Southern Medical University (CN)
- Guangzhou Medical University (CN)
Publication Details
- Journal
- BMC Cancer
- Published
- 2025-08-12
- DOI
- https://doi.org/10.1186/s12885-025-14650-7
- Primary Topic
- Mental Health via Writing
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- National Natural Science Foundation of China
- Southern Medical University
- Nanfang Hospital
- Basic and Applied Basic Research Foundation of Guangdong Province