eCBT-I dialogue system: a comparative evaluation of large language models and adaptation strategies for insomnia treatment

eCBT-I dialogue system: a comparative evaluation of large language models and adaptation strategies for insomnia treatment

Abstract Background Traditional face-to-face mental health treatments are often limited by time and space. Thanks to the development of advanced large language models (LLMs), digital mental health treatments can provide personalized advice to patients and improve compliance. However, in the field of...

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Main Authors: Xueying Bao, Xingyu Zhu, Dongren Yang, Hao Lou, Ruoyun Wang, Yutong Wu, Wenhui Li, Yu Xia, Li Zeng, Yingying Pan, Xiqin Wang, Xian Zhang, Cheng Ling, Youhui Ling, Yan Zhang, Qi Zhao, Mei Yang
Format: Article
Language:English
Published: BMC 2025-08-01
Series:Journal of Translational Medicine
Subjects:
Mental health
eCBT-I
RAG architecture
Large language models
Adaptation strategy
Online Access:https://doi.org/10.1186/s12967-025-06871-y
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