Construction of a transfer learning-based depression detection model for female breast cancer patients: text sentiment analysis

Construction of a transfer learning-based depression detection model for female breast cancer patients: text sentiment analysis

Abstract Background Social networks have become a vital space for breast cancer (BC) patients to share deeply personal emotions they might avoid expressing in real life. However, the unstructured and vast nature of these textual expressions poses challenges for manual analysis. To address this, our...

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Main Authors: Jiaqi Fu, Shisi Deng, Wanting Zheng, Chunrao Zheng, Jianhong Liu, Wenji Li, Yinghua Zeng, Hongpo Xie, Yuchang Mai, Chaixiu Li, Jie Lai, Yujie Zhang, Zihan Guo, Jianyao Tang, Chuhan Zhong, Huihui Zhao, Yanni Wu
Format: Article
Language:English
Published: BMC 2025-08-01
Series:BMC Cancer
Subjects:
Breast cancer
Depression
Transfer learning
BERT model
Deep learning
Text analysis
Online Access:https://doi.org/10.1186/s12885-025-14650-7
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https://doi.org/10.1186/s12885-025-14650-7

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