Daegu Health High School, Daegu, Republic of Korea.
Department of Endocrinology and Metabolism, Kyung Hee University School of Medicine, Seoul, Republic of Korea.
JMIR Mhealth Uhealth. 2021 Jul 12;9(7):e13496. doi: 10.2196/13496.
Globally, 71% of deaths occur due to noncommunicable diseases (NCDs). Poor diet quality and physical activity have a significant impact on NCDs. At present, behavior change interventions using smartphone apps have rapidly increased worldwide to prevent NCDs. However, most previous studies on the use and effectiveness of apps have been conducted in Organization for Economic Co-operation and Development (OECD) countries. As such, relevant research in low-income countries is scarce.
This retrospective cohort study aims to investigate the characteristics of adherence to the use of the Noom app. We also aim to compare the effects of using the app on body weight changes over time according to adherence to the use of the app between users in low-income and OECD countries. In addition, the differences in weight loss are compared among users who use the free and paid versions of the app.
A secondary data analysis was conducted using repeated measures. The data were collected from users in low-income countries (n=312) and OECD countries (n=8041) who used the app for 12 months. The app provided programs for the self-monitoring of physical activity, dietary intake, and body weight. Descriptive statistics, independent two-tailed t tests, chi-square tests, and linear mixed models were used for the analysis.
During the first 3 months of using the Noom app, users from OECD countries entered data into the app more frequently; however, users in low-income countries entered data more frequently from 3 months to 12 months. Users in OECD countries consumed significantly more calories than those in low-income countries for 12 months. The body weight of all users significantly decreased over time (-1.8 kg; P<.001); however, no statistically significant differences in the change in body weight for 12 months were observed between users from low-income and OECD countries (β=-.2; P=.19). The users who frequently monitored their lunch (β=-.1; P<.001), dinner (β=-.1; P<.001), body weight (β=-.1; P<.001), evening snack (β=-.1; P<.001), and exercise (β=-.03; P<.001) exhibited significant weight loss over time. We found no significant differences in the body weight changes between users who used the free and paid versions of the app (β=-.2; P=.19).
This study found that using the app has a significant effect on weight loss regardless of users' country of residence. The results of this study suggest that the frequency of monitoring health-related behaviors by entering data into the app plays a pivotal role in losing weight. In conclusion, regardless of where users live and what versions of the app they use, it is important to monitor health-related behaviors by frequently entering data into the app to efficiently lose weight.
全球 71%的死亡是由非传染性疾病(NCDs)导致的。饮食质量差和缺乏身体活动对 NCDs 有重大影响。目前,使用智能手机应用程序的行为改变干预措施在全球范围内迅速增加,以预防 NCDs。然而,大多数关于应用程序使用和效果的先前研究都是在经济合作与发展组织(OECD)国家进行的。因此,低收入国家的相关研究很少。
本回顾性队列研究旨在调查使用 Noom 应用程序的依从性特征。我们还旨在比较低收入国家和 OECD 国家的用户根据使用应用程序的依从性,比较随着时间的推移使用该应用程序对体重变化的影响。此外,还比较了使用该应用程序免费和付费版本的用户之间的体重减轻差异。
使用重复测量进行二次数据分析。数据来自使用该应用程序 12 个月的低收入国家(n=312)和 OECD 国家(n=8041)的用户。该应用程序提供了用于自我监测身体活动、饮食摄入和体重的程序。使用描述性统计、独立双尾 t 检验、卡方检验和线性混合模型进行分析。
在使用 Noom 应用程序的前 3 个月,来自 OECD 国家的用户更频繁地输入数据;然而,来自低收入国家的用户从 3 个月到 12 个月输入数据更频繁。OECD 国家的用户在 12 个月内消耗的卡路里明显多于低收入国家的用户。所有用户的体重随着时间的推移明显下降(-1.8kg;P<.001);然而,低收入国家和 OECD 国家的用户在 12 个月的体重变化方面没有统计学上的显著差异(β=-.2;P=.19)。经常监测午餐(β=-.1;P<.001)、晚餐(β=-.1;P<.001)、体重(β=-.1;P<.001)、晚间小吃(β=-.1;P<.001)和运动(β=-.03;P<.001)的用户随着时间的推移显著减轻体重。我们没有发现使用免费和付费版本应用程序的用户之间体重变化的显著差异(β=-.2;P=.19)。
本研究发现,无论用户的居住国家如何,使用该应用程序对减肥都有显著效果。本研究的结果表明,通过输入数据来监测与健康相关的行为的频率在减肥中起着关键作用。总之,无论用户居住在哪里以及使用该应用程序的哪个版本,通过经常输入数据来监测与健康相关的行为以有效地减肥都很重要。