Sinha Chaitali, Cheng Abby L, Kadaba Madhura
Wysa, Boston, MA, United States.
Division of Physical Medicine and Rehabilitation, Department of Orthopaedic Surgery, Washington University in St. Louis, St Louis, MO, United States.
JMIR Form Res. 2022 May 23;6(5):e37302. doi: 10.2196/37302.
Digital applications are commonly used to support mental health and well-being. However, successfully retaining and engaging users to complete digital interventions is challenging, and comorbidities such as chronic pain further reduce user engagement. Digital conversational agents (CAs) may improve user engagement by applying engagement principles that have been implemented within in-person care settings.
To evaluate user retention and engagement with an artificial intelligence-led digital mental health app (Wysa for Chronic Pain) that is customized for individuals managing mental health symptoms and coexisting chronic pain.
In this ancillary survival analysis of a clinical trial, participants included 51 adults who presented to a tertiary care center for chronic musculoskeletal pain, who endorsed coexisting symptoms of depression or anxiety (Patient-Reported Outcomes Measurement Information System score of ≥55 for depression or anxiety), and initiated onboarding to an 8-week subscription of Wysa for Chronic Pain. The study outcomes were user retention, defined as revisiting the app each week and on the last day of engagement, and user engagement, defined by the number of sessions the user completed.
Users engaged in a cumulative mean of 33.3 sessions during the 8-week study period. The survival analysis depicted a median user retention period (i.e., time to complete disengagement) of 51 days, with the usage of a morning check-in feature having a significant relationship with a longer retention period (P=.001).
Our findings suggest that user retention and engagement with a CBT-based CA built for users with chronic pain is higher than standard industry metrics. These results have clear implications for addressing issues of suboptimal engagement of digital health interventions and improving access to care for chronic pain. Future work should use these findings to inform the design of evidence-based interventions for individuals with chronic pain and to enhance user retention and engagement of digital health interventions more broadly.
ClinicalTrials.gov NCT04640090; https://clinicaltrials.gov/ct2/show/NCT04640090.
数字应用程序常用于支持心理健康和幸福感。然而,成功留住用户并促使他们完成数字干预具有挑战性,而慢性疼痛等合并症会进一步降低用户参与度。数字对话代理(CAs)可以通过应用在面对面护理环境中实施的参与原则来提高用户参与度。
评估一款由人工智能主导的、为管理心理健康症状及并存慢性疼痛的个体定制的数字心理健康应用程序(用于慢性疼痛的Wysa)的用户留存率和参与度。
在这项临床试验的辅助生存分析中,参与者包括51名前往三级护理中心治疗慢性肌肉骨骼疼痛的成年人,他们认可并存的抑郁或焦虑症状(患者报告结局测量信息系统抑郁或焦虑评分≥55),并开始使用为期8周的用于慢性疼痛的Wysa订阅服务。研究结局包括用户留存率(定义为每周及参与的最后一天回访应用程序)和用户参与度(由用户完成的会话次数定义)。
在为期8周的研究期间,用户累计平均参与33.3次会话。生存分析显示,用户留存期中位数(即完全脱离的时间)为51天,使用早晨签到功能与更长的留存期显著相关(P = .001)。
我们的研究结果表明,为慢性疼痛患者构建的基于认知行为疗法的对话代理的用户留存率和参与度高于标准行业指标。这些结果对于解决数字健康干预参与度欠佳的问题以及改善慢性疼痛的护理可及性具有明确意义。未来的工作应利用这些发现为慢性疼痛患者设计循证干预措施,并更广泛地提高数字健康干预的用户留存率和参与度。
ClinicalTrials.gov NCT04640090;https://clinicaltrials.gov/ct2/show/NCT04640090