Kang Boyoung, Hong Munpyo
Sungkyunkwan University, Seoul, Republic of Korea.
JMIR Med Inform. 2025 Jan 3;13:e63538. doi: 10.2196/63538.
Mental health chatbots have emerged as a promising tool for providing accessible and convenient support to individuals in need. Building on our previous research on digital interventions for loneliness and depression among Korean college students, this study addresses the limitations identified and explores more advanced artificial intelligence-driven solutions.
This study aimed to develop and evaluate the performance of HoMemeTown Dr. CareSam, an advanced cross-lingual chatbot using ChatGPT 4.0 (OpenAI) to provide seamless support in both English and Korean contexts. The chatbot was designed to address the need for more personalized and culturally sensitive mental health support identified in our previous work while providing an accessible and user-friendly interface for Korean young adults.
We conducted a mixed methods pilot study with 20 Korean young adults aged 18 to 27 (mean 23.3, SD 1.96) years. The HoMemeTown Dr CareSam chatbot was developed using the GPT application programming interface, incorporating features such as a gratitude journal and risk detection. User satisfaction and chatbot performance were evaluated using quantitative surveys and qualitative feedback, with triangulation used to ensure the validity and robustness of findings through cross-verification of data sources. Comparative analyses were conducted with other large language models chatbots and existing digital therapy tools (Woebot [Woebot Health Inc] and Happify [Twill Inc]).
Users generally expressed positive views towards the chatbot, with positivity and support receiving the highest score on a 10-point scale (mean 9.0, SD 1.2), followed by empathy (mean 8.7, SD 1.6) and active listening (mean 8.0, SD 1.8). However, areas for improvement were noted in professionalism (mean 7.0, SD 2.0), complexity of content (mean 7.4, SD 2.0), and personalization (mean 7.4, SD 2.4). The chatbot demonstrated statistically significant performance differences compared with other large language models chatbots (F=3.27; P=.047), with more pronounced differences compared with Woebot and Happify (F=12.94; P<.001). Qualitative feedback highlighted the chatbot's strengths in providing empathetic responses and a user-friendly interface, while areas for improvement included response speed and the naturalness of Korean language responses.
The HoMemeTown Dr CareSam chatbot shows potential as a cross-lingual mental health support tool, achieving high user satisfaction and demonstrating comparative advantages over existing digital interventions. However, the study's limited sample size and short-term nature necessitate further research. Future studies should include larger-scale clinical trials, enhanced risk detection features, and integration with existing health care systems to fully realize its potential in supporting mental well-being across different linguistic and cultural contexts.
心理健康聊天机器人已成为一种有前景的工具,可为有需要的个人提供便捷的支持。基于我们之前对韩国大学生孤独感和抑郁症数字干预的研究,本研究解决已发现的局限性,并探索更先进的人工智能驱动解决方案。
本研究旨在开发并评估HoMemeTown Dr. CareSam,这是一款使用ChatGPT 4.0(OpenAI)的先进跨语言聊天机器人,可在英语和韩语环境中提供无缝支持。该聊天机器人旨在满足我们之前工作中确定的对更个性化和文化敏感的心理健康支持的需求,同时为韩国年轻人提供易于使用的界面。
我们对20名年龄在18至27岁(平均23.3岁,标准差1.96)的韩国年轻人进行了一项混合方法试点研究。HoMemeTown Dr CareSam聊天机器人使用GPT应用程序编程接口开发,纳入了感恩日记和风险检测等功能。通过定量调查和定性反馈评估用户满意度和聊天机器人性能,采用三角测量法通过数据源的交叉验证确保研究结果的有效性和稳健性。与其他大语言模型聊天机器人和现有的数字治疗工具(Woebot [Woebot Health Inc] 和Happify [Twill Inc])进行了比较分析。
用户对聊天机器人普遍持积极看法,积极性和支持度在10分制中得分最高(平均9.0,标准差1.2),其次是同理心(平均8.7,标准差1.6)和积极倾听(平均8.0,标准差1.8)。然而,在专业性(平均7.0,标准差2.0)、内容复杂性(平均7.4,标准差2.0)和个性化(平均7.4,标准差2.4)方面指出了改进的空间。与其他大语言模型聊天机器人相比,该聊天机器人表现出统计学上显著的性能差异(F = 3.27;P = 0.047),与Woebot和Happify相比差异更明显(F = 12.94;P < 0.001)。定性反馈突出了聊天机器人在提供同理心回应和用户友好界面方面的优势,而改进的方面包括响应速度和韩语回应的自然度。
HoMemeTown Dr CareSam聊天机器人显示出作为跨语言心理健康支持工具的潜力,获得了较高的用户满意度,并展示了相对于现有数字干预的比较优势。然而,该研究的样本量有限且具有短期性质,需要进一步研究。未来的研究应包括大规模临床试验、增强风险检测功能,以及与现有医疗保健系统整合,以充分实现其在不同语言和文化背景下支持心理健康的潜力。