一款移动应用促进用户参与和体重减轻:病历回顾性研究
User Engagement and Weight Loss Facilitated by a Mobile App: Retrospective Review of Medical Records.
作者信息
Valinskas Sarunas, Nakrys Marius, Aleknavičius Kasparas, Jonusas Justinas, Lileikienė Angelė
机构信息
KiloHealth, Vilnius, Lithuania.
Lithuania Business University of Applied Sciences, Klaipėda, Lithuania.
出版信息
JMIR Form Res. 2023 Jan 24;7:e42266. doi: 10.2196/42266.
BACKGROUND
Intermittent fasting (IF) has gained popularity in recent years for its effect on weight loss and supposed additional health benefits, such as a positive effect on body composition and metabolic markers. Mobile apps can act as platforms that help deliver dietary interventions by improving adherence and motivation. Although the effect of IF on weight loss has been demonstrated in earlier trials, there is not much research about the engagement and weight loss results with IF apps.
OBJECTIVE
Our main objective was to compare how a nudging platform (including smart scales) influences engagement (the extent to which users interact with the app measured by the number of active days) with the app among users who had obesity at the beginning of use. The secondary objectives were to evaluate the body weight changes among active and nonactive users and, finally, to evaluate the body composition changes of users possessing smart scales during app usage. Through this study, we hope to provide (1) more insight into how nudging (using smart scales as a nudging platform) is associated with engagement with the mobile app, (2) how engagement with the mobile app is associated with weight loss, and (3) how IF is associated with body composition.
METHODS
We performed a retrospective analysis of data from 665 users with obesity (BMI≥30) who started using the IF app DoFasting. Of them, 244 used body composition scales that estimated body fat and body muscle values. Users were stratified into engagement groups in accordance with their activity ratio (number of active days divided by the total time of use). Baseline and final users' weight (in kg), body fat (in %), and body muscle (in %) were compared.
RESULTS
Our findings suggest an association between the nudging platform (smart scales) and better engagement with the app. Smart scale users had a significantly higher activity ratio than regular users. Additionally, active DoFasting users lost significantly more weight. Further, body composition analysis showed that app usage might be related to body fat loss and an increase in muscle mass.
CONCLUSIONS
We found a possible association between the nudging and gamified elements and higher app engagement. Additionally, increased app engagement is associated with increased weight loss. Thus, nudging and gamified elements of mobile health apps, such as interactive tools, goals, challenges, and progress tracking, are suggested to affect engagement positively and should be investigated further in future research. Finally, the IF regime delivered through the DoFasting app might be related to the body muscle mass gain and reduced fat mass.
背景
近年来,间歇性禁食(IF)因其对减肥的效果以及其他潜在的健康益处而受到欢迎,比如对身体成分和代谢指标有积极影响。移动应用程序可以作为平台,通过提高依从性和积极性来帮助实施饮食干预。尽管早期试验已证明间歇性禁食对减肥有效果,但关于间歇性禁食应用程序的用户参与度和减肥效果的研究并不多。
目的
我们的主要目标是比较一个助推平台(包括智能秤)如何影响使用初期患有肥胖症的用户对应用程序的参与度(通过活跃天数衡量用户与应用程序交互的程度)。次要目标是评估活跃用户和不活跃用户的体重变化,最后评估在应用程序使用期间拥有智能秤的用户的身体成分变化。通过这项研究,我们希望(1)更深入了解助推(以智能秤作为助推平台)与移动应用程序参与度之间的关联,(2)移动应用程序参与度与减肥之间的关联,以及(3)间歇性禁食与身体成分之间的关联。
方法
我们对665名开始使用间歇性禁食应用程序DoFasting的肥胖用户(BMI≥30)的数据进行了回顾性分析。其中,244人使用了能估算体脂和肌肉值的身体成分秤。用户根据其活动率(活跃天数除以总使用时间)被分为不同的参与度组。比较了用户基线和最终的体重(以千克为单位)、体脂(以百分比表示)和肌肉(以百分比表示)。
结果
我们的研究结果表明助推平台(智能秤)与更好地参与应用程序之间存在关联。使用智能秤的用户的活动率明显高于普通用户。此外,活跃的DoFasting用户体重减轻得明显更多。此外,身体成分分析表明应用程序的使用可能与体脂减少和肌肉量增加有关。
结论
我们发现助推和游戏化元素与更高的应用程序参与度之间可能存在关联。此外,应用程序参与度的提高与体重减轻的增加有关。因此,建议移动健康应用程序的助推和游戏化元素,如交互式工具、目标、挑战和进度跟踪,对参与度有积极影响,应在未来研究中进一步探讨。最后,通过DoFasting应用程序实施的间歇性禁食方案可能与肌肉量增加和脂肪量减少有关。