{"title":"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","authors":"Kenji Yokotani , Masaya Ito , Nao Ihara , Yuko Shigeeda","doi":"10.1016/j.chbr.2025.100770","DOIUrl":null,"url":null,"abstract":"<div><div>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.</div></div>","PeriodicalId":72681,"journal":{"name":"Computers in human behavior reports","volume":"19 ","pages":"Article 100770"},"PeriodicalIF":5.8000,"publicationDate":"2025-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"A unified protocol chatbot reduces anxiety by encouraging university students’ negative emotional expressions: A randomized controlled trial\",\"authors\":\"Kenji Yokotani , Masaya Ito , Nao Ihara , Yuko Shigeeda\",\"doi\":\"10.1016/j.chbr.2025.100770\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>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.</div></div>\",\"PeriodicalId\":72681,\"journal\":{\"name\":\"Computers in human behavior reports\",\"volume\":\"19 \",\"pages\":\"Article 100770\"},\"PeriodicalIF\":5.8000,\"publicationDate\":\"2025-08-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Computers in human behavior reports\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S245195882500185X\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"PSYCHOLOGY, EXPERIMENTAL\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Computers in human behavior reports","FirstCategoryId":"1085","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S245195882500185X","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"PSYCHOLOGY, EXPERIMENTAL","Score":null,"Total":0}
A unified protocol chatbot reduces anxiety by encouraging university students’ negative emotional expressions: A randomized controlled trial
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.