Enrique Angel, Palacios Jorge E, Ryan Holly, Richards Derek
E-mental Health Research Group, School of Psychology, Dublin, Ireland.
Clinical Research & Innovation, Silvercloud Health Ltd, Dublin, Ireland.
J Med Internet Res. 2019 Aug 1;21(8):e12775. doi: 10.2196/12775.
Internet interventions can easily generate objective data about program usage. Increasingly, more studies explore the relationship between usage and outcomes, but they often report different metrics of use, and the findings are mixed. Thus, current evaluations fail to demonstrate which metrics should be considered and how these metrics are related to clinically meaningful change.
This study aimed to explore the relationship between several usage metrics and outcomes of an internet-based intervention for depression.
This is a secondary analysis of data from a randomized controlled trial that examined the efficacy of an internet-based cognitive behavioral therapy for depression (Space from Depression) in an adult community sample. All participants who enrolled in the intervention, regardless of meeting the inclusion criteria, were included in this study. Space from Depression is a 7-module supported intervention, delivered over a period of 8 weeks. Different usage metrics (ie, time spent, modules and activities completed, and percentage of program completion) were automatically collected by the platform, and composite variables from these (eg, activities per session) were computed. A breakdown of the usage metrics was obtained by weeks. For the analysis, the sample was divided into those who obtained a reliable change (RC)-and those who did not.
Data from 216 users who completed pre- and posttreatment outcomes were included in the analyses. A total of 89 participants obtained an RC, and 127 participants did not obtain an RC. Those in the RC group significantly spent more time, had more log-ins, used more tools, viewed a higher percentage of the program, and got more reviews from their supporter compared with those who did not obtain an RC. Differences between groups in usage were observed from the first week in advance across the different metrics, although they vanished over time. In the RC group, the usage was higher during the first 4 weeks, and then a significant decrease was observed. Our results showed that specific levels of platform usage, 7 hours total time spent, 15 sessions, 30 tools used, and 50% of program completion, were associated with RC.
Overall, the results showed that those individuals who obtained an RC after the intervention had higher levels of exposure to the platform. The usage during the first half of the intervention was higher, and differences between groups were observed from the first week. This study also showed specific usage levels associated with outcomes that could be tested in controlled studies to inform the minimal usage to establish adherence. These results will help to better understand how to use internet-based interventions and what optimal level of engagement can most affect outcomes.
ISRCTN Registry ISRCTN03704676; http://www.isrctn.com/ISRCTN03704676.
INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID): RR2-10.1186/1471-244X-14-147.
互联网干预能够轻松生成有关项目使用情况的客观数据。越来越多的研究开始探索使用情况与结果之间的关系,但它们常常报告不同的使用指标,且研究结果不一。因此,目前的评估未能表明应考虑哪些指标以及这些指标与具有临床意义的变化之间的关系。
本研究旨在探讨几种使用指标与基于互联网的抑郁症干预措施的结果之间的关系。
这是一项对随机对照试验数据的二次分析,该试验检验了基于互联网的抑郁症认知行为疗法(“摆脱抑郁空间”)在成年社区样本中的疗效。所有参与干预的参与者,无论是否符合纳入标准,均纳入本研究。“摆脱抑郁空间”是一项为期8周、包含7个模块的支持性干预措施。平台自动收集不同的使用指标(即花费的时间、完成的模块和活动以及项目完成百分比),并计算这些指标的复合变量(如每次会话的活动)。按周对使用指标进行细分。为进行分析,将样本分为获得可靠变化(RC)的参与者和未获得可靠变化的参与者。
分析纳入了216名完成治疗前和治疗后结果评估的用户的数据。共有89名参与者获得了可靠变化,127名参与者未获得可靠变化。与未获得可靠变化的参与者相比,获得可靠变化的参与者显著花费了更多时间、登录次数更多、使用的工具更多、查看的项目比例更高且从其支持者那里获得的评价更多。在不同指标方面,从第一周开始就观察到了两组在使用情况上的差异,不过这些差异会随着时间消失。在获得可靠变化的组中,前4周的使用量较高,随后出现显著下降。我们的结果表明,平台使用的特定水平,即总共花费7小时、进行15次会话、使用30种工具以及完成项目的50%,与可靠变化相关。
总体而言,结果表明那些在干预后获得可靠变化的个体对平台的接触程度更高。干预前半段的使用量较高,且从第一周开始就观察到了组间差异。本研究还显示了与结果相关的特定使用水平,这些水平可在对照研究中进行检验,以确定建立依从性所需的最低使用量。这些结果将有助于更好地理解如何使用基于互联网的干预措施以及何种最佳参与水平对结果影响最大。
国际标准随机对照试验编号(ISRCTN)ISRCTN03704676;http://www.isrctn.com/ISRCTN03704676。
国际注册报告识别号(IRRID):RR2 - 10.118 / 1471 - 244X - 14 - 147。