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   Articles with "consumer wearables" as a keyword



Recommendations for Determining the Validity of Consumer Wearables and Smartphones for the Estimation of Energy Expenditure: Expert Statement and Checklist of the INTERLIVE Network

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recommendations! Published in 2022 at "Sports Medicine"

DOI: 10.1007/s40279-022-01665-4

Abstract: Consumer wearables and smartphone devices commonly offer an estimate of energy expenditure (EE) to assist in the objective monitoring of physical activity to the general population. Alongside consumers, healthcare professionals and researchers are seeking to… read more here.

Keywords: validation; interlive network; wearables smartphones; consumer ... See more keywords

The validity and reliability of consumer-grade activity trackers in older, community-dwelling adults: A systematic review.

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recommendations! Published in 2018 at "Maturitas"

DOI: 10.1016/j.maturitas.2018.03.016

Abstract: OBJECTIVE To understand the validity and reliability of consumer-grade activity trackers (consumer wearables) in older, community-dwelling adults. METHODS A systematic review of studies involving adults aged over 65 years who underwent physical activity monitoring with… read more here.

Keywords: consumer wearables; consumer; community dwelling; dwelling adults ... See more keywords
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0280 Unlocking the Potential of Consumer Wearables for Predicting Sleep in Children: A Device-Agnostic Machine Learning Approach

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recommendations! Published in 2023 at "SLEEP"

DOI: 10.1093/sleep/zsad077.0280

Abstract: Consumer wearables use accelerometry and heart rate to predict sleep, the same data signals used by research-grade devices to classify sleep/wake patterns. However, metrics predicted by consumer wearables are based on black box algorithms limiting… read more here.

Keywords: consumer wearables; heart rate; axis; consumer ... See more keywords

Assessing REM Sleep as a Biomarker for Depression Using Consumer Wearables

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recommendations! Published in 2025 at "Diagnostics"

DOI: 10.3390/diagnostics15192498

Abstract: Background: Rapid-eye-movement (REM) sleep disinhibition—shorter REM latency and a larger nightly REM fraction—is a well-described laboratory correlate of major depression. Whether the same pattern can be captured efficiently with consumer wearables in everyday settings remains… read more here.

Keywords: rem; rem sleep; rem latency; depression ... See more keywords