A unified protocol chatbot reduces anxiety by encouraging university students’ negative emotional expressions: A randomized controlled trial

IF 5.8 Q1 PSYCHOLOGY, EXPERIMENTAL
Kenji Yokotani , Masaya Ito , Nao Ihara , Yuko Shigeeda
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Abstract

The use of chatbot services has been rising in the field of mental health; however, the therapeutic mechanism underlying them remains unclear. Hence, through a randomized controlled trial, we aimed to show that a chatbot utilizing a Unified Protocol (UP) for the transdiagnostic treatment of emotional disorders—referred to as the UP chatbot—could reduce symptoms of anxiety in university students by encouraging their negative emotional expressions. We randomly assigned 310 Japanese university students to one of four groups: one that received only the UP chatbot service; one that received only the UP guidance service; one that received both services; and a waitlist group that did not receive any service. Over an 8-week intervention and a 4-week follow-up, the participants filled out questionnaires assessing symptoms of anxiety and depression. Additionally, we employed sentiment analysis to examine their emotional expressions with the chatbot. Our analysis of a latent growth curve modeling indicated that the participants in the group receiving only the UP chatbot service reported significantly higher reductions in symptoms of anxiety than the waitlist group; these effects were sustained during the follow-up. Furthermore, they demonstrated significantly stronger expressions of sadness than the waitlist group. Thus, the UP chatbot, similar to the UP human therapist, may have encouraged the participants to express negative emotions, facilitated emotional acceptance, and reduced their anxiety.
一项随机对照试验:统一协议聊天机器人通过鼓励大学生消极的情绪表达来减少焦虑
在心理健康领域,聊天机器人服务的使用一直在上升;然而,其治疗机制尚不清楚。因此,通过一项随机对照试验,我们旨在证明一个使用统一协议(UP)进行情绪障碍跨诊断治疗的聊天机器人(简称UP聊天机器人)可以通过鼓励他们的消极情绪表达来减少大学生的焦虑症状。我们随机将310名日本大学生分为四组:一组只接受UP聊天机器人服务;只接受UP引导服务的一组;双管齐下者:接受两种服务的人;还有一个没有得到任何服务的等候组。在为期8周的干预和4周的随访中,参与者填写了评估焦虑和抑郁症状的问卷。此外,我们使用情感分析来检查他们与聊天机器人的情感表达。我们对潜在增长曲线模型的分析表明,只接受UP聊天机器人服务的组的参与者报告的焦虑症状的减少明显高于等候名单组;这些效果在随访期间持续存在。此外,他们比候补组表现出更强烈的悲伤表情。因此,UP聊天机器人,类似于UP的人类治疗师,可能鼓励参与者表达负面情绪,促进情绪接受,并减少他们的焦虑。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
7.80
自引率
0.00%
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