BERT and BERTopic for screening clinical depression on open-ended text messages collected through a mobile application from older adults

BERT and BERTopic for screening clinical depression on open-ended text messages collected through a mobile application from older adults

Abstract Background Despite the high suicide rate in South Korea, older adults are reluctant to see a psychiatrist. Recently, text mining has gained popularity to detect depression in social media posts, but older adults rarely use social media. However, more than 90% of them use smartphones. South...

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Bibliographic Details
Main Authors: Moo-Kwon Chung, Sang Yup Lee, Taeksoo Shin, Ji Young Park, Sangwon Hwang, Min-Hyuk Kim, Jinhee Lee, Kyoung-Joung Lee, Hyo-Sang Lim, Erdenebayar Urtnasan, YeonSu Jung, Dan-Kyung Kim, Eunji Shin, Jin-kyung Lee
Format: Article
Language:English
Published: BMC 2025-06-01
Series:BMC Public Health
Subjects:
BERT
Text Mining
Topic Modeling
Depression
Older Adults
Online Access:https://doi.org/10.1186/s12889-025-23337-4
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