Diana Hawashin , Khaled Salah , Raja Jayaraman , Samer Ellaham , Ibrar Yaqoob
{"title":"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","authors":"Diana Hawashin , Khaled Salah , Raja Jayaraman , Samer Ellaham , Ibrar Yaqoob","doi":"10.1016/j.chbr.2025.100754","DOIUrl":null,"url":null,"abstract":"<div><div>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</div></div>","PeriodicalId":72681,"journal":{"name":"Computers in human behavior reports","volume":"19 ","pages":"Article 100754"},"PeriodicalIF":5.8000,"publicationDate":"2025-07-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Using GenAI and blockchain for enhanced user experience in Metaverse-based therapy sessions\",\"authors\":\"Diana Hawashin , Khaled Salah , Raja Jayaraman , Samer Ellaham , Ibrar Yaqoob\",\"doi\":\"10.1016/j.chbr.2025.100754\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>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</div></div>\",\"PeriodicalId\":72681,\"journal\":{\"name\":\"Computers in human behavior reports\",\"volume\":\"19 \",\"pages\":\"Article 100754\"},\"PeriodicalIF\":5.8000,\"publicationDate\":\"2025-07-28\",\"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/S2451958825001691\",\"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/S2451958825001691","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"PSYCHOLOGY, EXPERIMENTAL","Score":null,"Total":0}
Using GenAI and blockchain for enhanced user experience in Metaverse-based therapy sessions
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