AI-powered Human Digital Twins in Virtual Therapeutic Sessions

M. Ebnali, Nima Ahmadi, Ehsan Nabiyouni, H. Karimi
{"title":"AI-powered Human Digital Twins in Virtual Therapeutic Sessions","authors":"M. Ebnali, Nima Ahmadi, Ehsan Nabiyouni, H. Karimi","doi":"10.1177/2327857923121000","DOIUrl":null,"url":null,"abstract":"When patients are unwilling to speak openly, therapists miss valuable information and may not be able to provide best possible care. This study investigated the idea of human Digital Twins (DT) of patients and therapists as a novel solution to encourage them to speak openly. We proposed a methodology to create highly realistic human DT using computer vision, 3D scanning, Metahumans tool, and Unreal game engine. Based on this methodology, we created two versions of virtual therapeutic session: a) video-based virtual sessions with real human and b) virtual sessions with DT of patients and therapists. Twelve therapists then were asked to evaluate technology acceptance of each virtual session. Participants reported significantly lower trust to virtual sessions with highly realistic digital human compared to video-based one. Findings from this study may provide insights regarding opportunities and challenges of virtual therapy using highly realistic digital human technologies. This work also contributes to the virtual therapeutic research field by proposing an AI-powered methodology to create human DT of patients and therapists. Further studies are needed to provide more validation of the efficiency of this approach in virtual sessions for mental health support.","PeriodicalId":74550,"journal":{"name":"Proceedings of the International Symposium of Human Factors and Ergonomics in Healthcare. International Symposium of Human Factors and Ergonomics in Healthcare","volume":"12 1","pages":"1 - 4"},"PeriodicalIF":0.0000,"publicationDate":"2023-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the International Symposium of Human Factors and Ergonomics in Healthcare. International Symposium of Human Factors and Ergonomics in Healthcare","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1177/2327857923121000","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1

Abstract

When patients are unwilling to speak openly, therapists miss valuable information and may not be able to provide best possible care. This study investigated the idea of human Digital Twins (DT) of patients and therapists as a novel solution to encourage them to speak openly. We proposed a methodology to create highly realistic human DT using computer vision, 3D scanning, Metahumans tool, and Unreal game engine. Based on this methodology, we created two versions of virtual therapeutic session: a) video-based virtual sessions with real human and b) virtual sessions with DT of patients and therapists. Twelve therapists then were asked to evaluate technology acceptance of each virtual session. Participants reported significantly lower trust to virtual sessions with highly realistic digital human compared to video-based one. Findings from this study may provide insights regarding opportunities and challenges of virtual therapy using highly realistic digital human technologies. This work also contributes to the virtual therapeutic research field by proposing an AI-powered methodology to create human DT of patients and therapists. Further studies are needed to provide more validation of the efficiency of this approach in virtual sessions for mental health support.
虚拟治疗课程中人工智能驱动的人类数字双胞胎
当患者不愿意公开发言时,治疗师会错过有价值的信息,可能无法提供尽可能好的护理。这项研究调查了患者和治疗师的人类数字双胞胎(DT)作为一种新的解决方案来鼓励他们公开发言的想法。我们提出了一种使用计算机视觉、3D扫描、元人类工具和虚幻游戏引擎创建高度逼真的人类DT的方法。基于这种方法,我们创建了两个版本的虚拟治疗会话:a)与真人的基于视频的虚拟会话,以及b)与患者和治疗师的DT的虚拟会话。然后,12名治疗师被要求评估每个虚拟会话的技术接受度。参与者报告称,与基于视频的虚拟会话相比,他们对具有高度逼真数字人的虚拟会话的信任度显著降低。这项研究的发现可能会提供关于使用高度逼真的数字人技术进行虚拟治疗的机会和挑战的见解。这项工作还通过提出一种人工智能驱动的方法来创建患者和治疗师的人类DT,为虚拟治疗研究领域做出了贡献。需要进一步的研究来进一步验证这种方法在心理健康支持虚拟会议中的有效性。
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:481959085
Book学术官方微信