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使用智能手表和智能手机应用程序进行自我监测对警察压力意识、自我效能感及幸福感相关结果的影响:纵向混合设计研究

The Effects of Self-Monitoring Using a Smartwatch and Smartphone App on Stress Awareness, Self-Efficacy, and Well-Being-Related Outcomes in Police Officers: Longitudinal Mixed Design Study.

作者信息

de Vries Herman Jaap, Delahaij Roos, van Zwieten Marianne, Verhoef Helen, Kamphuis Wim

机构信息

Department of Learning and Workforce Development, The Netherlands Organisation for Applied Scientific Research, Soesterberg, Netherlands.

Department of Work Health Technology, The Netherlands Organisation for Applied Scientific Research, Leiden, Netherlands.

出版信息

JMIR Mhealth Uhealth. 2025 Jan 28;13:e60708. doi: 10.2196/60708.

Abstract

BACKGROUND

Wearable sensor technologies, often referred to as "wearables," have seen a rapid rise in consumer interest in recent years. Initially often seen as "activity trackers," wearables have gradually expanded to also estimate sleep, stress, and physiological recovery. In occupational settings, there is a growing interest in applying this technology to promote health and well-being, especially in professions with highly demanding working conditions such as first responders. However, it is not clear to what extent self-monitoring with wearables can positively influence stress- and well-being-related outcomes in real-life conditions and how wearable-based interventions should be designed for high-risk professionals.

OBJECTIVE

The aim of this study was to investigate (1) whether offering a 5-week wearable-based intervention improves stress- and well-being-related outcomes in police officers and (2) whether extending a basic "off-the-shelf" wearable-based intervention with ecological momentary assessment (EMA) questionnaires, weekly personalized feedback reports, and peer support groups improves its effectiveness.

METHODS

A total of 95 police officers from 5 offices participated in the study. The data of 79 participants were included for analysis. During the first 5 weeks, participants used no self-monitoring technology (control period). During the following 5 weeks (intervention period), 41 participants used a Garmin Forerunner 255 smartwatch with a custom-built app (comparable to that of the consumer-available wearable), whereas the other 38 participants used the same system, but complemented by daily EMA questionnaires, weekly personalized feedback reports, and access to peer support groups. At baseline (T0) and after the control (T1) and intervention (T2) periods, questionnaires were administered to measure 15 outcomes relating to stress awareness, stress management self-efficacy, and outcomes related to stress and general well-being. Linear mixed models that accounted for repeated measures within subjects, the control and intervention periods, and between-group differences were used to address both research questions.

RESULTS

The results of the first analysis showed that the intervention had a small (absolute Hedges g=0.25-0.46) but consistent effect on 8 of 15 of the stress- and well-being-related outcomes in comparison to the control group. The second analysis provided mixed results; the extended intervention was more effective than the basic intervention at improving recovery after work but less effective at improving self-efficacy in behavior change and sleep issues, and similarly effective in the remaining 12 outcomes.

CONCLUSIONS

Offering a 5-week wearable-based intervention to police officers can positively contribute to optimizing their stress-related, self-efficacy, and well-being-related outcomes. Complementing the basic "off-the-shelf" wearable-based intervention with additional EMA questionnaires, weekly personalized feedback reports, and peer support groups did not appear to improve the effectiveness of the intervention. Future work is needed to investigate how different aspects of these interventions can be tailored to specific characteristics and needs of employees to optimize these effects.

摘要

背景

可穿戴传感器技术,通常被称为“可穿戴设备”,近年来消费者对其兴趣迅速增长。可穿戴设备最初常被视为“活动追踪器”,现已逐渐扩展到可用于估计睡眠、压力和生理恢复情况。在职业环境中,人们越来越有兴趣应用这项技术来促进健康和福祉,尤其是在诸如急救人员等工作条件要求极高的职业中。然而,目前尚不清楚在现实生活中,使用可穿戴设备进行自我监测能在多大程度上对与压力和福祉相关的结果产生积极影响,以及应如何为高风险职业设计基于可穿戴设备的干预措施。

目的

本研究的目的是调查:(1)提供为期5周的基于可穿戴设备的干预措施是否能改善警察与压力和福祉相关的结果;(2)通过生态瞬时评估(EMA)问卷、每周个性化反馈报告和同伴支持小组来扩展基本的“现成”基于可穿戴设备的干预措施是否能提高其有效性。

方法

来自5个办公室的95名警察参与了该研究。纳入79名参与者的数据进行分析。在前5周,参与者未使用任何自我监测技术(对照期)。在接下来的5周(干预期),41名参与者使用了带有定制应用程序的佳明Forerunner 255智能手表(类似于市面上可供消费者使用的可穿戴设备),而另外38名参与者使用相同的系统,但辅以每日EMA问卷、每周个性化反馈报告以及加入同伴支持小组。在基线(T0)、对照期(T1)和干预期(T2)之后,通过问卷调查来测量与压力意识、压力管理自我效能以及与压力和总体福祉相关的15项结果。使用考虑了受试者内重复测量、对照期和干预期以及组间差异的线性混合模型来解决这两个研究问题。

结果

首次分析结果表明,与对照组相比,该干预措施对15项与压力和福祉相关的结果中的8项产生了较小(绝对赫奇斯g值 = 0.25 - 0.46)但一致的影响。第二次分析结果喜忧参半;扩展干预措施在改善下班后的恢复方面比基本干预措施更有效,但在提高行为改变和睡眠问题方面的自我效能方面效果较差,在其余12项结果方面效果相当。

结论

为警察提供为期5周的基于可穿戴设备的干预措施可以对优化他们与压力相关、自我效能和福祉相关的结果做出积极贡献。用额外的EMA问卷、每周个性化反馈报告和同伴支持小组来补充基本的“现成”基于可穿戴设备的干预措施似乎并没有提高干预措施的有效性。未来需要开展工作来研究如何根据员工的特定特征和需求来调整这些干预措施的不同方面,以优化这些效果。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ccff/11793834/bed3b4bb575f/mhealth-v13-e60708-g001.jpg

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