Shkel Jane, Green Gavin, Le Stacey, Kaveladze Benjamin, Marcotte Veronique, Rushton Kevin, Nguyen Theresa, Schueller Stephen M
Department of Psychological Science, University of California, Irvine, Irvine, CA, United States.
Department of Medicine, University of California, Irvine, Irvine, CA, United States.
JMIR Form Res. 2023 Jun 20;7:e46062. doi: 10.2196/46062.
Digital mental health interventions (DMHIs) can help bridge the gap between the demand for mental health care and availability of treatment resources. The affordances of DMHIs have been proposed to overcome barriers to care such as accessibility, cost, and stigma. Despite these proposals, most evaluations of the DMHI focus on clinical effectiveness, with less consideration of users' perspectives and experiences.
We conducted a pilot randomized controlled trial of "Overcoming Thoughts," a web-based platform that uses cognitive and behavioral principles to address depression and anxiety. The "Overcoming Thoughts" platform included 2 brief interventions-cognitive restructuring and behavioral experimentation. Users accessed either a version that included asynchronous interactions with other users ("crowdsourced" platform) or a completely self-guided version (control condition). We aimed to understand the users' perspectives and experiences by conducting a subset of interviews during the follow-up period of the trial.
We used purposive sampling to select a subset of trial participants based on group assignment (treatment and control) and symptom improvement (those who improved and those who did not on primary outcomes). We conducted semistructured interviews with 23 participants during the follow-up period that addressed acceptability, usability, and impact. We conducted a thematic analysis of the interviews until saturation was reached.
A total of 8 major themes were identified: possible opportunities to expand the platform; improvements in mental health because of using the platform; increased self-reflection skills; platform being more helpful for certain situations or domains; implementation of skills into users' lives, even without direct platform use; increased coping skills because of using the platform; repetitiveness of platform exercises; and use pattern. Although no differences in themes were found among groups based on improvement status (all P values >.05, ranging from .12 to .86), there were 4 themes that differed based on conditions (P values from .01 to .046): helpfulness of self-reflection supported by an exercise summary (greater in control); aiding in slowing thoughts and feeling calmer (greater in control); overcoming patterns of avoidance (greater in control); and repetitiveness of content (greater in the intervention).
We identified the different benefits that users perceived from a novel DMHI and opportunities to improve the platform. Interestingly, we did not note any differences in themes between those who improved and those who did not, but we did find some differences between those who received the control and intervention versions of the platform. Future research should continue to investigate users' experiences with DMHIs to better understand the complex dynamics of their use and outcomes.
数字心理健康干预措施(DMHIs)有助于弥合心理健康护理需求与治疗资源可及性之间的差距。有人提出,DMHIs的特性可以克服诸如可及性、成本和耻辱感等护理障碍。尽管有这些提议,但大多数对DMHI的评估都集中在临床疗效上,较少考虑用户的观点和体验。
我们对“克服思维”进行了一项试点随机对照试验,这是一个基于网络的平台,运用认知和行为原理来解决抑郁和焦虑问题。“克服思维”平台包括两种简短干预措施——认知重构和行为实验。用户可以访问包含与其他用户异步互动的版本(“众包”平台)或完全自主引导的版本(对照条件)。我们旨在通过在试验随访期间进行一部分访谈来了解用户的观点和体验。
我们采用目的抽样法,根据分组情况(治疗组和对照组)以及症状改善情况(主要结局指标上改善的和未改善的)选择一部分试验参与者。我们在随访期间对23名参与者进行了半结构化访谈,内容涉及可接受性、可用性和影响。我们对访谈进行了主题分析,直至达到饱和状态。
总共确定了8个主要主题:扩大平台的可能机会;使用平台后心理健康状况的改善;自我反思技能的提高;平台在某些情况或领域更有帮助;即使不直接使用平台,技能也能融入用户生活;使用平台后应对技能的提高;平台练习的重复性;以及使用模式。尽管根据改善状态在组间未发现主题差异(所有P值>.05,范围从.12到.86),但有4个主题根据条件不同而有所差异(P值从.01到.046):练习总结支持下的自我反思的帮助性(对照组更大);有助于减缓思维并感觉更平静(对照组更大);克服回避模式(对照组更大);以及内容的重复性(干预组更大)。
我们确定了用户从一种新型DMHI中感知到的不同益处以及改进平台的机会。有趣的是,我们没有注意到改善者和未改善者之间在主题上有任何差异,但我们确实发现了接受平台对照版本和干预版本的用户之间存在一些差异。未来的研究应继续调查用户使用DMHIs的体验,以更好地理解其使用和结果的复杂动态。