Using GenAI and blockchain for enhanced user experience in Metaverse-based therapy sessions

IF 5.8 Q1 PSYCHOLOGY, EXPERIMENTAL
Diana Hawashin , Khaled Salah , Raja Jayaraman , Samer Ellaham , Ibrar Yaqoob
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引用次数: 0

Abstract

As awareness of mental health issues rises, the demand for accessible and effective therapy becomes more urgent. However, existing digital therapy platforms fall short of providing personalization and real-time interaction, often leading to generic and ineffective responses that fail to meet individual psychological needs. These platforms rely on costly therapists or inadequately trained assistants, which limits their effectiveness. Additionally, the centralized systems used to manage therapy sessions lack adequate traceability, trust, and security, which are critical for users’ confidence in the process. In this paper, we present a blockchain-based solution integrated with Generative Artificial Intelligence (GenAI) to deliver superior Metaverse-based therapy sessions that are decentralized, traceable, trustworthy, secure, and access-controlled. We fine-tune a Generative Pre-trained Transformer (GPT)-3.5 model to provide personalized and context-aware responses in real time, enhancing user experience and engagement. The proposed system achieves a ROUGE-1 score of 0.5147 and a ROUGE-L score of 0.4048, demonstrating its effectiveness in generating relevant responses. A cost analysis reveals that user access control operations incur the highest gas costs, while simpler operations remain cost-efficient. Compared to existing digital mental health platforms, our system offers superior access control, automation, security, and user interaction through the integration of blockchain, NFTs, and decentralized storage. These features, combined with GenAI for real-time interaction, have the potential to significantly improve user experience and engagement in Metaverse-based therapy sessions
使用GenAI和区块链增强用户在基于虚拟世界的治疗过程中的体验
随着对精神卫生问题认识的提高,对可获得和有效治疗的需求变得更加迫切。然而,现有的数字治疗平台在提供个性化和实时互动方面存在不足,往往导致通用和无效的反应,无法满足个体的心理需求。这些平台依赖于昂贵的治疗师或训练不足的助理,这限制了它们的有效性。此外,用于管理治疗过程的集中式系统缺乏足够的可追溯性、信任和安全性,这对用户在治疗过程中的信心至关重要。在本文中,我们提出了一种基于区块链的解决方案,与生成式人工智能(GenAI)集成在一起,提供卓越的基于metaverse的治疗过程,这些治疗过程是分散的,可追溯的,值得信赖的,安全和访问控制的。我们对生成预训练变压器(GPT)-3.5模型进行了微调,以实时提供个性化和上下文感知的响应,增强了用户体验和参与度。该系统的ROUGE-1得分为0.5147,ROUGE-L得分为0.4048,证明了其在生成相关响应方面的有效性。成本分析显示,用户访问控制操作产生的天然气成本最高,而简单的操作仍然具有成本效益。与现有的数字心理健康平台相比,我们的系统通过集成区块链、nft和分散存储,提供了卓越的访问控制、自动化、安全性和用户交互。这些功能与GenAI的实时交互相结合,有可能显著改善用户体验,提高基于meta的治疗会话的参与度
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
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0.00%
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