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12151 位付费用户使用 Calm 冥想应用程序的特点和使用模式:横断面调查。

Characteristics and Usage Patterns Among 12,151 Paid Subscribers of the Calm Meditation App: Cross-Sectional Survey.

机构信息

College of Health Solutions, Arizona State University, Phoenix, AZ, United States.

Integrated Brain Health Clinical and Research Program, Massachusetts General Hospital, Boston, MA, United States.

出版信息

JMIR Mhealth Uhealth. 2019 Nov 3;7(11):e15648. doi: 10.2196/15648.

Abstract

BACKGROUND

Meditation has become increasingly popular due to its health benefits; however, barriers to delivering meditation programs in traditional group-based formats limit the accessibility of these benefits. Smartphone-based meditation may increase the availability of these programs to larger, more diverse audiences; however, research on subscriber characteristics and usage patterns in meditation mobile apps is lacking.

OBJECTIVE

This study aimed to describe the demographics, clinical characteristics, and usage patterns of a convenience sample of Calm subscribers and explore the relationship between self-reported app usage and changes in health, stress, and sleep.

METHODS

Participants were 12,151 paying Calm subscribers (response rate=12.08%, 12,151/100,594) who completed an anonymous Web-based survey with 11 quantitative questions related to user engagement, reasons for starting Calm, and changes after using the app. Demographic characteristics, chronic health diagnoses, and sleep difficulties were also assessed. Chi-square tests were used to examine differences in app usage. Logistic regression models were used to examine demographic and health characteristics that may predict changes in health, stress, and sleep.

RESULTS

Respondents were 18-96 years old (mean 48.57 [SD 13.79]), primarily female (79.94%, 8778/10,981), white (81.41%, 8959/11,005), and most reported a chronic health diagnosis (56.86%, 6289/11,061). Mental health diagnoses (41.13%, 4549/11,061) were more common than physical health diagnoses (32.19%, 3560/11,061). Most respondents (76.31%, 8684/11,360) reported difficulties falling or staying asleep. On average, respondents had been using Calm for 11.49 months (SD 10.49), and 60.03% (7281/12,129) used it 5 or more times per week. Meditations (used by 80.02%, 9497/11,841) and Sleep Stories (55.66%, 6591/11,841) were the most popular components. The frequency of using Calm was associated with incremental increases in the likelihood of noticing changes in mental health (χ=136.8; P<.001), physical health (χ=102.8; P<.001), stress (χ=128.1; P<.001), and sleep (χ=141.4; P<.001). Respondents who had used Calm longer were also more likely to notice changes in mental health (OR 1.06 [95% CI 1.05 to 1.06]), physical health (OR 1.01 [95% CI 1.01 to 1.02]), stress (OR 1.04 [95% CI 1.04 to 1.05]), and sleep (OR 1.004 [95% CI 1.00 to 1.01]). Subscribers with sleep difficulties used Calm more frequently (χ=11.5; P=.003), were more likely to use Sleep Stories (χ=1590.2; P<.001), and were more likely to notice changes in their physical health (χ=49.2; P<.001) and sleep (χ=2391.1; P<.001).

CONCLUSIONS

Results highlight important demographic characteristics and usage patterns among a self-selected sample of Calm subscribers. Mental health concerns and sleep appear to be top reasons for downloading Calm. Sleep Stories and meditations are the most popular app components. The frequency of using Calm was associated with incremental changes in outcomes. Findings support future randomized controlled trials testing the efficacy of Calm for health, stress, and sleep. Studies should also explore strategies to attract a more diverse sample of subscribers.

摘要

背景

由于冥想对健康有益,因此冥想越来越受欢迎;然而,以传统的小组形式提供冥想课程的障碍限制了这些益处的可及性。基于智能手机的冥想可能会使更多、更多样化的受众更容易获得这些课程;然而,关于冥想移动应用程序的用户特征和使用模式的研究还很缺乏。

目的

本研究旨在描述一个便利样本的 Calm 用户的人口统计学特征、临床特征和使用模式,并探讨自我报告的应用程序使用与健康、压力和睡眠变化之间的关系。

方法

参与者是 12151 名付费 Calm 用户(响应率为 12.08%,12151/100594),他们完成了一项匿名的基于网络的调查,其中包含 11 个与用户参与度、开始使用 Calm 的原因以及使用应用程序后的变化相关的定量问题。还评估了人口统计学特征、慢性健康诊断和睡眠困难。使用卡方检验比较了应用程序使用情况的差异。使用逻辑回归模型检验了可能预测健康、压力和睡眠变化的人口统计学和健康特征。

结果

受访者年龄在 18-96 岁之间(平均 48.57 [SD 13.79]),主要是女性(79.94%,8778/10981),白人(81.41%,8959/11005),大多数人报告有慢性健康诊断(56.86%,6289/11061)。心理健康诊断(41.13%,4549/11061)比身体健康诊断(32.19%,3560/11061)更为常见。大多数受访者(76.31%,8684/11360)报告入睡或保持睡眠困难。平均而言,受访者使用 Calm 的时间为 11.49 个月(SD 10.49),60.03%(7281/12129)每周使用 5 次或以上。冥想(80.02%,9497/11841)和睡眠故事(55.66%,6591/11841)是最受欢迎的组件。使用 Calm 的频率与心理健康(χ=136.8;P<.001)、身体健康(χ=102.8;P<.001)、压力(χ=128.1;P<.001)和睡眠(χ=141.4;P<.001)变化的可能性增加呈正相关。使用 Calm 时间较长的受访者也更有可能注意到心理健康(OR 1.06 [95% CI 1.05 至 1.06])、身体健康(OR 1.01 [95% CI 1.01 至 1.02])、压力(OR 1.04 [95% CI 1.04 至 1.05])和睡眠(OR 1.004 [95% CI 1.00 至 1.01])的变化。有睡眠困难的订阅者更频繁地使用 Calm(χ=11.5;P=.003),更有可能使用睡眠故事(χ=1590.2;P<.001),并且更有可能注意到他们的身体健康(χ=49.2;P<.001)和睡眠(χ=2391.1;P<.001)的变化。

结论

结果突出了 Calm 付费用户中重要的人口统计学特征和使用模式。心理健康问题和睡眠似乎是下载 Calm 的主要原因。睡眠故事和冥想是最受欢迎的应用程序组件。使用 Calm 的频率与结果的增量变化相关。研究结果支持未来针对 Calm 的健康、压力和睡眠功效的随机对照试验。研究还应探索吸引更多样化的订阅者的策略。

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