Sinha Chaitali, Dinesh Dyuthi, Heaukulani Creighton, Phang Ye Sheng
Wysa, Boston, MA, United States.
MOH Office for Healthcare Transformation, Singapore, Singapore.
Front Digit Health. 2024 Dec 23;6:1443598. doi: 10.3389/fdgth.2024.1443598. eCollection 2024.
The COVID-19 pandemic in Singapore led to limited access to mental health services, resulting in increased distress among the population. This study explores the potential benefits of offering a digital mental health intervention (DMHI), Wysa, as a brief and longitudinal intervention as part of the mindline.sg initiative launched by the MOH Office for Healthcare Transformation in Singapore. The paper aims to (i) Evaluate the engagement and retention of Singaporean users across the brief intervention on the mindline.sg website and the longitudinal app version of Wysa; (ii) Examine the types of negative thoughts and challenges managed during the pandemic; and (iii) Assess the impact of the conversational agent (CA) in supporting cognitive restructuring across attributional styles and cognitive patterns. A retrospective observational design with a mixed-methods approach was utilized. Website users ( = 69,055) and app users ( = 4,103) from September 1, 2020, to July 25, 2022, were included in the study. Engagement and retention were evaluated through usage data, and T-tests were used to compare engagement and retention between the app and website. A thematic analysis assessed the types of negative thoughts and the success of cognitive restructuring. Logistic regression was used to estimate the likelihood of restructuring based on negative thought type and attributional style. Users who used the longitudinal intervention after first using a brief intervention demonstrated significantly higher engagement and retention ( < 0.001). In user ratings received for mindline.sg ( = 8,959), 83.03% rated the app 3 or higher (out of 5) on helpfulness. 91.6% of the users ( = 862) who attempted cognitive restructuring ( = 790) on the app successfully reframed a thought. A single conversation with Wysa was also significantly associated with the ability to restructure future-oriented negative thoughts ( < 0.001) and internal, stable and global ( < 0.001) negative thoughts, while other attributional styles required more intervention. Psychosocial challenges managed by users during COVID-19 were also documented through negative thoughts mentioned within the CA. The findings demonstrate that brief interventions can facilitate enhanced engagement with DMHIs and that digital interventions can successfully facilitate cognitive restructuring and improve mental health outcomes. The study provides useful inputs to guide the development of DMHIs and improve their effectiveness.
新加坡的新冠疫情导致心理健康服务的可及性受限,致使民众的痛苦加剧。本研究探讨了提供数字心理健康干预(DMHI)工具Wysa作为一种简短且具有纵向跟踪功能的干预手段所带来的潜在益处,该干预是新加坡卫生部医疗保健转型办公室发起的mindline.sg倡议的一部分。本文旨在:(i)评估新加坡用户在mindline.sg网站上的简短干预以及Wysa的纵向应用版本中的参与度和留存率;(ii)研究疫情期间所应对的消极思维类型和挑战;(iii)评估对话代理(CA)在支持不同归因风格和认知模式下的认知重构方面的影响。本研究采用了带有混合方法的回顾性观察设计。研究纳入了2020年9月1日至2022年7月25日期间的网站用户(n = 69,055)和应用用户(n = 4,103)。通过使用数据评估参与度和留存率,并使用T检验比较应用程序和网站之间的参与度和留存率。主题分析评估了消极思维的类型以及认知重构的成效。逻辑回归用于根据消极思维类型和归因风格估计重构的可能性。在首次使用简短干预后使用纵向干预的用户表现出显著更高的参与度和留存率(p < 0.001)。在收到的关于mindline.sg的用户评分(n = 8,959)中,83.03%的用户在帮助程度方面给该应用打了3分或更高(满分5分)。在应用程序上尝试进行认知重构的用户中(n = 862),91.6%(n = 790)成功地重新构建了一种思维。与Wysa进行一次对话也与重构面向未来的消极思维(p < 0.001)以及内在、稳定和整体的消极思维(p < 0.001)的能力显著相关,而其他归因风格则需要更多干预。用户在新冠疫情期间应对的心理社会挑战也通过对话代理中提到的消极思维进行了记录。研究结果表明,简短干预可以促进对数字心理健康干预工具的更高参与度,并且数字干预可以成功地促进认知重构并改善心理健康结果。该研究为指导数字心理健康干预工具的开发并提高其有效性提供了有益的参考。