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使用可穿戴设备评估成年人 24 小时身体活动:实验室条件下验证研究的系统评价。

Assessment of 24-hour physical behaviour in adults via wearables: a systematic review of validation studies under laboratory conditions.

机构信息

Department of Sports and Sports Science, Karlsruhe Institute of Technology (KIT), Hertzstr. 16, 76187, Karlsruhe, Germany.

Department of Psychiatry and Psychotherapy, Medical Faculty Mannheim, Central Institute of Mental Health, Heidelberg University, Heidelberg, Germany.

出版信息

Int J Behav Nutr Phys Act. 2023 Jun 8;20(1):68. doi: 10.1186/s12966-023-01473-7.

Abstract

BACKGROUND

Wearable technology is used by consumers and researchers worldwide for continuous activity monitoring in daily life. Results of high-quality laboratory-based validation studies enable us to make a guided decision on which study to rely on and which device to use. However, reviews in adults that focus on the quality of existing laboratory studies are missing.

METHODS

We conducted a systematic review of wearable validation studies with adults. Eligibility criteria were: (i) study under laboratory conditions with humans (age ≥ 18 years); (ii) validated device outcome must belong to one dimension of the 24-hour physical behavior construct (i.e., intensity, posture/activity type, and biological state); (iii) study protocol must include a criterion measure; (iv) study had to be published in a peer-reviewed English language journal. Studies were identified via a systematic search in five electronic databases as well as back- and forward citation searches. The risk of bias was assessed based on the QUADAS-2 tool with eight signaling questions.

RESULTS

Out of 13,285 unique search results, 545 published articles between 1994 and 2022 were included. Most studies (73.8% (N = 420)) validated an intensity measure outcome such as energy expenditure; only 14% (N = 80) and 12.2% (N = 70) of studies validated biological state or posture/activity type outcomes, respectively. Most protocols validated wearables in healthy adults between 18 and 65 years. Most wearables were only validated once. Further, we identified six wearables (i.e., ActiGraph GT3X+, ActiGraph GT9X, Apple Watch 2, Axivity AX3, Fitbit Charge 2, Fitbit, and GENEActiv) that had been used to validate outcomes from all three dimensions, but none of them were consistently ranked with moderate to high validity. Risk of bias assessment resulted in 4.4% (N = 24) of all studies being classified as "low risk", while 16.5% (N = 90) were classified as "some concerns" and 79.1% (N = 431) as "high risk".

CONCLUSION

Laboratory validation studies of wearables assessing physical behaviour in adults are characterized by low methodological quality, large variability in design, and a focus on intensity. Future research should more strongly aim at all components of the 24-hour physical behaviour construct, and strive for standardized protocols embedded in a validation framework.

摘要

背景

可穿戴技术在全球范围内被消费者和研究人员用于日常生活中的连续活动监测。高质量的基于实验室的验证研究结果使我们能够就依赖哪个研究和使用哪种设备做出有指导意义的决策。然而,针对成年人的现有实验室研究质量的综述却缺失了。

方法

我们对成年人的可穿戴设备验证研究进行了系统综述。纳入标准为:(i)在有人类参与的实验室条件下进行的研究(年龄≥18 岁);(ii)经过验证的设备结果必须属于 24 小时生理行为结构的一个维度(即强度、姿势/活动类型和生物状态);(iii)研究方案必须包括标准测量;(iv)研究必须发表在同行评议的英文期刊上。通过在五个电子数据库中进行系统搜索以及回溯和前向引文搜索来确定研究。基于 QUADAS-2 工具的 8 个信号问题对偏倚风险进行评估。

结果

在 13285 个独特的搜索结果中,有 545 篇发表于 1994 年至 2022 年的文章被纳入。大多数研究(73.8%(N=420))验证了强度测量结果,如能量消耗;只有 14%(N=80)和 12.2%(N=70)的研究分别验证了生物状态或姿势/活动类型的结果。大多数方案验证了 18 至 65 岁健康成年人的可穿戴设备。大多数可穿戴设备仅验证了一次。此外,我们确定了六个可穿戴设备(即 ActiGraph GT3X+、ActiGraph GT9X、Apple Watch 2、Axivity AX3、Fitbit Charge 2、Fitbit 和 GENEActiv),它们被用于验证来自所有三个维度的结果,但没有一个设备被一致地评为具有中等至高度有效性。偏倚风险评估导致 4.4%(N=24)的研究被归类为“低风险”,16.5%(N=90)被归类为“存在一些关注”,79.1%(N=431)被归类为“高风险”。

结论

评估成年人生理行为的可穿戴设备的实验室验证研究的特点是方法学质量低、设计差异大、且侧重于强度。未来的研究应更加强调 24 小时生理行为结构的所有组成部分,并努力在验证框架中嵌入标准化方案。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fa03/10249261/ee57a300a7a7/12966_2023_1473_Fig1_HTML.jpg

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