School of Biological and Population Health Sciences, College of Public Health and Human Sciences, Oregon State University, Corvallis, OR, United States.
Department of Child and Family Studies, California State University, Los Angeles, Los Angeles, CA, United States.
JMIR Mhealth Uhealth. 2019 Jan 21;7(1):e9967. doi: 10.2196/mhealth.9967.
Text-based programs have been shown to effectively address a wide variety of health issues. Although little research examines short message service (SMS) text messaging program characteristics that predict participant retention and attrition, features of SMS text message programs, such as program duration and intensity, message content, and the participants' context, may have an impact. The impact of stop messages-messages with instructions for how to drop out of an SMS text message program-may be particularly important to investigate.
The aim of this study was to describe attrition from Text2BHealthy, a text-based nutrition and physical activity promotion program for parents of low-income elementary school children, and to determine the impact of message content and number of stop messages received on attrition.
Using data from 972 parents enrolled in Text2BHealthy, we created Kaplan-Meier curves to estimate differences in program duration for different SMS text message types, including nutrition, physical activity, stop, and other messages. Covariates, including rurality and number of stop messages received, were included.
Retention rates by school ranged from 74% (60/81) to 95.0% (132/139), with an average retention rate of 85.7% (833/972) across all schools. Program duration ranged from 7 to 282 days, with a median program duration of 233 days and an average program duration of 211.7 days. Among those who dropped out, program duration ranged from 7 to 247 days, with a median program duration of 102.5 days. Receiving a stop message increased the probability of attrition compared with receiving messages about nutrition, physical activity, or other topics (hazard ratio=51.5, 95% CI 32.46-81.7; P<.001). Furthermore, each additional stop message received increased the probability of attrition (hazard ratio=10.36, 95% CI 6.14-17.46; P<.001). The degree of rurality also had a significant effect on the probability of attrition, with metropolitan county participants more likely to drop out of the program than rural county participants. The interaction between SMS text message type and total number of stop messages received had a significant effect on attrition, with the effect of the number of stop messages received dependent on the SMS text message type.
This study demonstrates the potential of SMS text message programs to retain participants over time. Furthermore, this study suggests that the probability of attrition increases substantially when participants receive messages with instructions for dropping out of the program. Program planners should carefully consider the impact of stop messages and other program content and characteristics on program retention. Additional research is needed to identify participant, programmatic, and contextual predictors of program duration and to explicate the relationship between program duration and program efficacy.
基于文本的程序已被证明能有效地解决各种健康问题。尽管很少有研究探讨短信息服务(SMS)短信程序特征与参与者保留和流失之间的关系,但 SMS 短信程序的特征,如程序持续时间和强度、消息内容以及参与者的背景,可能会产生影响。停止消息(包含如何退出 SMS 短信程序的说明的消息)的影响可能尤其需要研究。
本研究旨在描述 Text2BHealthy 的流失情况,Text2BHealthy 是一个针对低收入小学儿童家长的基于文本的营养和身体活动促进计划,并确定消息内容和收到的停止消息数量对流失的影响。
使用来自 972 名参加 Text2BHealthy 的家长的数据,我们创建了 Kaplan-Meier 曲线来估计不同 SMS 短信类型(包括营养、身体活动、停止和其他消息)的程序持续时间差异。包括农村和收到的停止消息数量在内的协变量被包括在内。
按学校划分,保留率从 74%(60/81)到 95.0%(132/139)不等,所有学校的平均保留率为 85.7%(833/972)。计划持续时间从 7 天到 282 天不等,中位数为 233 天,平均持续时间为 211.7 天。在退出的参与者中,计划持续时间从 7 天到 247 天不等,中位数为 102.5 天。与收到营养、身体活动或其他主题的消息相比,收到停止消息增加了流失的可能性(危险比=51.5,95%CI 32.46-81.7;P<.001)。此外,收到的停止消息数量每增加一条,流失的可能性就会增加(危险比=10.36,95%CI 6.14-17.46;P<.001)。农村程度也对流失的可能性有显著影响,大都市县的参与者比农村县的参与者更有可能退出该计划。SMS 短信类型和收到的停止消息总数之间的交互作用对流失有显著影响,收到的停止消息数量的影响取决于 SMS 短信类型。
本研究表明,SMS 短信程序在一段时间内保留参与者的潜力。此外,本研究表明,当参与者收到退出程序的消息时,流失的可能性会大大增加。项目规划者应仔细考虑停止消息和其他项目内容和特征对项目保留率的影响。需要进一步研究以确定参与者、项目和环境因素对项目持续时间的预测,并阐明项目持续时间与项目效果之间的关系。