Department of Emergency Medicine, University of British Columbia, Vancouver, BC, Canada.
Vancouver Costal Health Research Centre, Centre for Clinical Epidemiology and Evaluation, Vancouver, BC, Canada.
Front Public Health. 2022 Nov 10;10:914433. doi: 10.3389/fpubh.2022.914433. eCollection 2022.
Emerging evidence suggests that individuals use mHealth apps in multiple disjointed ways in the real-world-individuals, for example, may engage, take breaks, and re-engage with these apps. To our knowledge, very few studies have adopted this 'multiple-live' perspective to analyze long-term usage of a physical activity (PA) app. This study aimed to examine the duration of use, as well as the frequency, length, and timing of streaks (uninterrupted periods of use) and breaks (uninterrupted periods of non-use) within a popular commercial PA app called Carrot Rewards over 12 months. We also examined sociodemographic correlates of usage.
This retrospective observational study analyzed data from 41,207 Carrot Rewards users participating in the "Steps" walking program from June/July 2016 to June/July 2017. We measured four usage indicators: duration of use, frequency and length of streaks and breaks, time to first break, and time to resume second streak. We also extracted information regarding participants' age, gender, province, and proxy indicators of socioeconomic status derived from census data. We used descriptive statistics to summarize usage patterns, Kaplan-Meier curves to illustrate the time to first break and time to resume second streak. We used linear regressions and Cox Proportional Hazard regression models to examine sociodemographic correlates of usage.
Over 60% of the participants used Carrot Rewards for ≥6 months and 29% used it for 12 months (mean = 32.59 ± 18.435 weeks). The frequency of streaks and breaks ranged from 1 to 9 (mean = 1.61 ± 1.04 times). The mean streak and break length were 20.22 ± 18.26 and 16.14 ± 15.74 weeks, respectively. The median time to first break was 18 weeks across gender groups and provinces; the median time for participants to resume the second streak was between 12 and 32 weeks. Being female, older, and living in a community with greater post-secondary education levels were associated with increased usage.
This study provides empirical evidence that long-term mHealth app usage is possible. In this context, it was common for users to take breaks and re-engage with Carrot Rewards. When designing and evaluating PA apps, therefore, interventionists should consider the 'multiple-lives' perspective described here, as well as the impact of gender and age.
新出现的证据表明,在现实世界中,个体以多种不连续的方式使用移动健康应用程序——例如,个体可能会持续使用、暂停使用并重新开始使用这些应用程序。据我们所知,很少有研究采用这种“多阶段”视角来分析体育活动 (PA) 应用程序的长期使用情况。本研究旨在探讨在 12 个月内,一款名为 Carrot Rewards 的流行商业 PA 应用程序中,使用时长以及使用频率、使用时段、连续使用时段(不间断使用期)和非使用时段(不间断不使用期)的长度。我们还研究了使用情况的社会人口统计学相关性。
本回顾性观察性研究分析了 2016 年 6 月/7 月至 2017 年 6 月/7 月期间参加“Steps”步行计划的 41207 名 Carrot Rewards 用户的数据。我们测量了四个使用指标:使用时长、连续使用时段和非使用时段的频率和长度、首次非使用时段的时间以及重新开始第二次连续使用时段的时间。我们还提取了参与者年龄、性别、省份以及从人口普查数据中得出的社会经济地位的代理指标信息。我们使用描述性统计数据来总结使用模式,使用 Kaplan-Meier 曲线说明首次非使用时段的时间和重新开始第二次连续使用时段的时间。我们使用线性回归和 Cox 比例风险回归模型来检验使用情况的社会人口统计学相关性。
超过 60%的参与者使用 Carrot Rewards 的时间≥6 个月,29%的参与者使用 Carrot Rewards 的时间为 12 个月(平均=32.59±18.435 周)。连续使用时段和非使用时段的频率范围为 1 到 9(平均=1.61±1.04 次)。连续使用时段和非使用时段的平均长度分别为 20.22±18.26 周和 16.14±15.74 周。首次非使用时段的中位数时间在性别组和省份之间均为 18 周;参与者重新开始第二次连续使用时段的中位数时间为 12 到 32 周。女性、年龄较大以及生活在具有更高中学后教育水平的社区与使用增加有关。
本研究提供了移动健康应用程序长期使用的实证证据。在这种情况下,用户经常会暂停使用并重新开始使用 Carrot Rewards。因此,在设计和评估 PA 应用程序时,干预人员应该考虑这里描述的“多阶段”视角,以及性别和年龄的影响。