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正念应用程序随机对照试验中的损耗率和参与率:系统评价与荟萃分析。

Rates of attrition and engagement in randomized controlled trials of mindfulness apps: Systematic review and meta-analysis.

作者信息

Linardon Jake

机构信息

School of Psychology, Deakin University, Geelong, Victoria, Australia; Center for Social and Early Emotional Development, Deakin University, Burwood, Victoria, Australia.

出版信息

Behav Res Ther. 2023 Nov;170:104421. doi: 10.1016/j.brat.2023.104421. Epub 2023 Oct 14.

Abstract

Randomized controlled trials (RCT) have established the efficacy of mindfulness apps for numerous mental health and behavioral outcomes. However, studies of this kind are characterized by significant problems with attrition and engagement, making it challenging to interpret these findings and realize the full potential of mindfulness app-based solutions. This systematic review and meta-analysis aimed to examine rates of attrition from, and engagement in, mindfulness apps in 70 RCTs located through four databases. The weighted meta-analytic attrition rate from 9258 participants allocated to a mindfulness app was 24.7%. This estimate was higher (38.7%) when restricting analyses to larger studies (n ≥ 100 per condition) and for specific target samples (e.g., general population of adults). Studies that offered participants monetary compensation and required in-person enrolment methods were associated with the lowest attrition rates. Attrition was higher in mindfulness app conditions relative to waitlists, but was not different to placebo or active apps. Although engagement data were inadequately reported, qualitative synthesis highlighted clear problems with sustained user engagement with mindfulness apps. Findings have implications for powering, designing and appraising research trials of mindfulness apps, as well as the development of potentially effective retention and engagement strategies worthy of evaluation in future work.

摘要

随机对照试验(RCT)已证实正念应用程序对众多心理健康和行为结果具有疗效。然而,这类研究存在显著的损耗和参与度问题,这使得解读这些研究结果以及充分发挥基于正念应用程序的解决方案的潜力具有挑战性。本系统评价和荟萃分析旨在研究通过四个数据库找到的70项随机对照试验中,正念应用程序的损耗率和参与度。分配到正念应用程序组的9258名参与者的加权荟萃分析损耗率为24.7%。当将分析限制在较大规模的研究(每组n≥100)和特定目标样本(如成年普通人群)时,这一估计值更高(38.7%)。为参与者提供金钱补偿并采用亲自登记方法的研究,其损耗率最低。与等候名单相比,正念应用程序组的损耗率更高,但与安慰剂组或活跃应用程序组没有差异。尽管参与度数据报告不足,但定性综合分析突出了用户持续使用正念应用程序存在的明显问题。这些发现对正念应用程序的研究试验的效能、设计和评估具有启示意义,同时也对未来工作中值得评估的潜在有效留存和参与策略的开发具有启示意义。

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