The Feasibility and Usability of an Artificial Intelligence-Enabled Conversational Agent in Virtual Reality for Patients with Alcohol-Associated Cirrhosis: A Multi-Methods Study.

Journal of medical extended reality Pub Date : 2024-11-11 eCollection Date: 2024-01-01 DOI:10.1089/jmxr.2024.0033
Yee Hui Yeo, Allistair Clark, Muskaan Mehra, Itai Danovitch, Karen Osilla, Ju Dong Yang, Alexander Kuo, Hyun-Seok Kim, Aarshi Vipani, Yun Wang, Walid Ayoub, Hirsh Trivedi, Jamil S Samaan, Tiffany Wu, Vijay H Shah, Omer Liran, Brennan Spiegel
{"title":"The Feasibility and Usability of an Artificial Intelligence-Enabled Conversational Agent in Virtual Reality for Patients with Alcohol-Associated Cirrhosis: A Multi-Methods Study.","authors":"Yee Hui Yeo, Allistair Clark, Muskaan Mehra, Itai Danovitch, Karen Osilla, Ju Dong Yang, Alexander Kuo, Hyun-Seok Kim, Aarshi Vipani, Yun Wang, Walid Ayoub, Hirsh Trivedi, Jamil S Samaan, Tiffany Wu, Vijay H Shah, Omer Liran, Brennan Spiegel","doi":"10.1089/jmxr.2024.0033","DOIUrl":null,"url":null,"abstract":"<p><strong>Background & aims: </strong>Patients with alcohol-associated cirrhosis often lack access to effective interventions to prevent drinking. We assessed the feasibility and usability of an artificial intelligence (AI)-enabled conversational agent in virtual reality to deliver self-administered mental health support.</p><p><strong>Methods: </strong>Our multidisciplinary team combined spatial computing and AI to deliver an immersive form of cognitive behavioral therapy and motivational interviewing using established relapse prevention protocols. Participants engaged with the program privately for 30 min, followed by a semistructured interview. Usability was measured with the intervention usability scale (IUS). Thematic content analysis of interviews was conducted to extract themes and insights.</p><p><strong>Results: </strong>Of 20 participants, 50% reported active alcohol use. The median Model for End-Stage Liver Disease 3.0 score was 22. All participants used the full 30 min of psychotherapy; no severe adverse events were reported. The IUS score was acceptable (≥75) in 78% of participants. Thematic analysis distilled 509 first-level codes into nine overarching themes. The program quickly established rapport, providing positive reinforcement and actionable goals perceived as nonjudgmental. About 80% felt themselves open up to the avatar; 85% reported the experience as beneficial and noted belief in potential efficacy. Many endorsed the privacy, accessibility, and immersion of the program. While a minority preferred human therapists and noted shortcomings in the program, 90% expressed interest in further use.</p><p><strong>Conclusions: </strong>Combining spatial computing and AI is perceived to be a safe, acceptable, easy-to-use, nonjudgmental, and immersive form of self-administered psychotherapy among patients with alcohol-associated cirrhosis. Studies to examine the impact on cessation are needed.</p>","PeriodicalId":517437,"journal":{"name":"Journal of medical extended reality","volume":"1 1","pages":"257-270"},"PeriodicalIF":0.0000,"publicationDate":"2024-11-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13387230/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of medical extended reality","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1089/jmxr.2024.0033","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2024/1/1 0:00:00","PubModel":"eCollection","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

Background & aims: Patients with alcohol-associated cirrhosis often lack access to effective interventions to prevent drinking. We assessed the feasibility and usability of an artificial intelligence (AI)-enabled conversational agent in virtual reality to deliver self-administered mental health support.

Methods: Our multidisciplinary team combined spatial computing and AI to deliver an immersive form of cognitive behavioral therapy and motivational interviewing using established relapse prevention protocols. Participants engaged with the program privately for 30 min, followed by a semistructured interview. Usability was measured with the intervention usability scale (IUS). Thematic content analysis of interviews was conducted to extract themes and insights.

Results: Of 20 participants, 50% reported active alcohol use. The median Model for End-Stage Liver Disease 3.0 score was 22. All participants used the full 30 min of psychotherapy; no severe adverse events were reported. The IUS score was acceptable (≥75) in 78% of participants. Thematic analysis distilled 509 first-level codes into nine overarching themes. The program quickly established rapport, providing positive reinforcement and actionable goals perceived as nonjudgmental. About 80% felt themselves open up to the avatar; 85% reported the experience as beneficial and noted belief in potential efficacy. Many endorsed the privacy, accessibility, and immersion of the program. While a minority preferred human therapists and noted shortcomings in the program, 90% expressed interest in further use.

Conclusions: Combining spatial computing and AI is perceived to be a safe, acceptable, easy-to-use, nonjudgmental, and immersive form of self-administered psychotherapy among patients with alcohol-associated cirrhosis. Studies to examine the impact on cessation are needed.

酒精相关性肝硬化患者虚拟现实中人工智能会话代理的可行性和可用性:一项多方法研究
背景与目的:酒精相关性肝硬化患者往往缺乏有效的干预措施来预防饮酒。我们评估了在虚拟现实中启用人工智能(AI)的会话代理提供自我管理的心理健康支持的可行性和可用性。方法:我们的多学科团队将空间计算和人工智能结合起来,使用既定的复发预防协议,提供一种沉浸式的认知行为治疗和动机访谈。参与者私下参与了30分钟的课程,然后是半结构化的面试。可用性采用干预可用性量表(IUS)进行测量。对访谈进行主题内容分析,提取主题和见解。结果:在20名参与者中,50%的人报告积极饮酒。终末期肝病模型3.0分中位数为22分。所有参与者都使用了整整30分钟的心理治疗;无严重不良事件报告。78%的受试者IUS评分可接受(≥75)。主题分析将509个一级代码提炼成9个总体主题。该项目迅速建立了融洽的关系,提供了积极的强化和可操作的目标,被认为是非评判性的。约80%的人觉得自己对虚拟形象敞开了心扉;85%的人报告说这种经历是有益的,并注意到对潜在疗效的信念。许多人赞同该项目的隐私性、可访问性和沉浸性。虽然少数人更喜欢人类治疗师,并指出了该程序的缺点,但90%的人表示有兴趣进一步使用。结论:空间计算与人工智能相结合被认为是酒精相关性肝硬化患者自我管理的一种安全、可接受、易于使用、非判断性和沉浸式的心理治疗形式。还需要研究对戒烟的影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信
小红书