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A chatbot for mental health support: exploring the impact of Emohaa on reducing mental distress in China
INTRODUCTION: The growing demand for mental health support has highlighted the importance of conversational agents as human supporters worldwide and in China. These agents could increase availability and reduce the relative costs of mental health support. The provided support can be divided into two...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10193040/ https://www.ncbi.nlm.nih.gov/pubmed/37214342 http://dx.doi.org/10.3389/fdgth.2023.1133987 |
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author | Sabour, Sahand Zhang, Wen Xiao, Xiyao Zhang, Yuwei Zheng, Yinhe Wen, Jiaxin Zhao, Jialu Huang, Minlie |
author_facet | Sabour, Sahand Zhang, Wen Xiao, Xiyao Zhang, Yuwei Zheng, Yinhe Wen, Jiaxin Zhao, Jialu Huang, Minlie |
author_sort | Sabour, Sahand |
collection | PubMed |
description | INTRODUCTION: The growing demand for mental health support has highlighted the importance of conversational agents as human supporters worldwide and in China. These agents could increase availability and reduce the relative costs of mental health support. The provided support can be divided into two main types: cognitive and emotional. Existing work on this topic mainly focuses on constructing agents that adopt Cognitive Behavioral Therapy (CBT) principles. Such agents operate based on pre-defined templates and exercises to provide cognitive support. However, research on emotional support using such agents is limited. In addition, most of the constructed agents operate in English, highlighting the importance of conducting such studies in China. To this end, we introduce Emohaa, a conversational agent that provides cognitive support through CBT-Bot exercises and guided conversations. It also emotionally supports users through ES-Bot, enabling them to vent their emotional problems. In this study, we analyze the effectiveness of Emohaa in reducing symptoms of mental distress. METHODS AND RESULTS: Following the RCT design, the current study randomly assigned participants into three groups: Emohaa (CBT-Bot), Emohaa (Full), and control. With both Intention-To-Treat ([Formula: see text]) and PerProtocol ([Formula: see text]) analyses, the results demonstrated that compared to the control group, participants who used two types of Emohaa experienced considerably more significant improvements in symptoms of mental distress, including depression ([Formula: see text] , [Formula: see text]), negative affect ([Formula: see text] , [Formula: see text]), and insomnia ([Formula: see text] , [Formula: see text]). DISCUSSION: Based on the obtained results and participants’ satisfaction with the platform, we concluded that Emohaa is a practical and effective tool for reducing mental distress. |
format | Online Article Text |
id | pubmed-10193040 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-101930402023-05-19 A chatbot for mental health support: exploring the impact of Emohaa on reducing mental distress in China Sabour, Sahand Zhang, Wen Xiao, Xiyao Zhang, Yuwei Zheng, Yinhe Wen, Jiaxin Zhao, Jialu Huang, Minlie Front Digit Health Digital Health INTRODUCTION: The growing demand for mental health support has highlighted the importance of conversational agents as human supporters worldwide and in China. These agents could increase availability and reduce the relative costs of mental health support. The provided support can be divided into two main types: cognitive and emotional. Existing work on this topic mainly focuses on constructing agents that adopt Cognitive Behavioral Therapy (CBT) principles. Such agents operate based on pre-defined templates and exercises to provide cognitive support. However, research on emotional support using such agents is limited. In addition, most of the constructed agents operate in English, highlighting the importance of conducting such studies in China. To this end, we introduce Emohaa, a conversational agent that provides cognitive support through CBT-Bot exercises and guided conversations. It also emotionally supports users through ES-Bot, enabling them to vent their emotional problems. In this study, we analyze the effectiveness of Emohaa in reducing symptoms of mental distress. METHODS AND RESULTS: Following the RCT design, the current study randomly assigned participants into three groups: Emohaa (CBT-Bot), Emohaa (Full), and control. With both Intention-To-Treat ([Formula: see text]) and PerProtocol ([Formula: see text]) analyses, the results demonstrated that compared to the control group, participants who used two types of Emohaa experienced considerably more significant improvements in symptoms of mental distress, including depression ([Formula: see text] , [Formula: see text]), negative affect ([Formula: see text] , [Formula: see text]), and insomnia ([Formula: see text] , [Formula: see text]). DISCUSSION: Based on the obtained results and participants’ satisfaction with the platform, we concluded that Emohaa is a practical and effective tool for reducing mental distress. Frontiers Media S.A. 2023-05-04 /pmc/articles/PMC10193040/ /pubmed/37214342 http://dx.doi.org/10.3389/fdgth.2023.1133987 Text en © 2023 Sabour, Zhang, Xiao, Zhang, Zheng, Wen, Zhao and Huang. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY) (https://creativecommons.org/licenses/by/4.0/) . The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Digital Health Sabour, Sahand Zhang, Wen Xiao, Xiyao Zhang, Yuwei Zheng, Yinhe Wen, Jiaxin Zhao, Jialu Huang, Minlie A chatbot for mental health support: exploring the impact of Emohaa on reducing mental distress in China |
title | A chatbot for mental health support: exploring the impact of Emohaa on reducing mental distress in China |
title_full | A chatbot for mental health support: exploring the impact of Emohaa on reducing mental distress in China |
title_fullStr | A chatbot for mental health support: exploring the impact of Emohaa on reducing mental distress in China |
title_full_unstemmed | A chatbot for mental health support: exploring the impact of Emohaa on reducing mental distress in China |
title_short | A chatbot for mental health support: exploring the impact of Emohaa on reducing mental distress in China |
title_sort | chatbot for mental health support: exploring the impact of emohaa on reducing mental distress in china |
topic | Digital Health |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10193040/ https://www.ncbi.nlm.nih.gov/pubmed/37214342 http://dx.doi.org/10.3389/fdgth.2023.1133987 |
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