ArticleJournal of sports science & medicine2022
Are Wrist-Worn Activity Trackers and Mobile Applications Valid for Assessing Physical Activity in High School Students? Wearfit Study.
Article in Journal of sports science & medicine, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Who cites it
18 citing papers in PubMed, 26 citations in OpenAlex.
- A three group randomised controlled trial on effectiveness of mobile application based performance feedback interventions on cardiovascular risk factors among Nigerian university staff.Discover public health · 2026Article
- The Concurrent Validity of the ActiGraph LEAP Compared to the ActiGraph GT9X Link for Measuring Physical Activity.Journal for the measurement of physical behaviour · 2026Article
- Examining the predictive effect of physical activity, daily step count and perceived stress level on cognitive flexibility.Scientific reports · 2025Article
- Machine Learning Models to Identify Individuals With Imminent Suicide Risk Using a Wearable Device: A Pilot Study.Psychiatry investigation · 2025Article
- Mobile-application-based performance feedback improves physical activity behaviour compared to education alone: a randomised controlled trial.BMC digital health · 2025Article
- Comparative validity assessment of three android step counter applications; a semi-structured laboratory-based study.BMC digital health · 2025Article
- The Ultra-Long-Term Sleep study: Design, rationale, data stability and user perspective.Journal of sleep research · 2024Article
- Predicting sleep based on physical activity, light exposure, and Heart rate variability data using wearable devices.Annals of medicine · 2024Article
- Cadence-Based Pedometer App With Financial Incentives to Enhance Moderate-to-Vigorous Physical Activity: Development and Single-Arm Feasibility Study.JMIR formative research · 2024Article
- Adherence Patterns and Health Outcomes in Spanish Young Women Participating in a Virtual-Guided HIIT Program: Insights from the Randomized Controlled WISE Trial.Healthcare (Basel, Switzerland) · 2024Article
- Ten Thousand Steps Per Day: To Follow Or Not? Is There Any Role of Technology?Journal of pharmacy & bioallied sciences · 2024Article
- Criterion-Related Validity of Consumer-Wearable Activity Trackers for Estimating Steps in Primary Schoolchildren under Controlled Conditions: Fit-Person Study.Journal of sports science & medicine · 2024Article
- mHealth Intervention to Promote Physical Activity Among Employees Using a Deep Learning Model for Passive Monitoring of Depression and Anxiety: Single-Arm Feasibility Trial.JMIR formative research · 2023Article
- Validity of the Xiaomi Mi Band 2, 3, 4 and 5 Wristbands for Assessing Physical Activity in 12-to-18-Year-Old Adolescents under Unstructured Free-Living Conditions. Fit-Person Study.Journal of sports science & medicine · 2023Article
- Women's Involvement in Steady Exercise (WISE): Study Protocol for a Randomized Controlled Trial.Healthcare (Basel, Switzerland) · 2023Article
- Physical Activity Surveillance in Children and Adolescents Using Smartphone Technology: Systematic Review.JMIR pediatrics and parenting · 2023Review
- Validity of activity wristbands for estimating daily physical activity in primary schoolchildren under free-living conditions: School-Fit study.Frontiers in public health · 2023Article
- Promoting child and adolescent health through wearable technology: A systematic review.Digital healthReview
Corrections and comments
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Authors and funding
4 authors at 3 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The purpose was to examine the validity of three wrist-worn commercial activity trackers (Samsung Galaxy Watch Active 2, Apple Watch Series 5, and Xiaomi Mi Band 5) and six mobile apps (Pedometer and Pacer for android and iPhone mobiles, Google Fit for android, and Apple Health for iPhone mobiles) for estimating high school students' steps and physical activity (PA) under free-living conditions. A sample of 56 (27 females; mean age = 14.7 years) and 51 (25 females; mean age = 14.0 years) high school students participated in Study 1 and 2, respectively. Study 1: Students performed a 200-meter course in four different conditions while wearing the wearables. Step counting through a video record was used as the golden standard. Study 2: Students wore the three wrist-worn commercial activity trackers during the waking time of one day, considering ActiGraph model wGT3X-BT accelerometers as a standard of reference. Afterward, the agreement between the PA scores measured by the commercial activity trackers and the video (study 1) or accelerometers (study 2) were calculated as follows: Equivalence test, Limits of Agreement (LOA); Mean Absolute Error (MAE); Mean Absolute Percentage Error (MAPE); and Intraclass Correlation Coefficient (ICC). Results showed that all the wearables presented excellent validity for assessing steps in structured free-living conditions (study 1; MAPE < 5%), although their validity was between poor-excellent based on ICC (95% confidence interval) values (ICC = 0.56-1.00). Regarding Study 2, the Xiaomi wristband and the Samsung Watch presented acceptable-excellent (MAPE = 9.4-11.4%; ICC = 0.91-0.97) validity for assessing steps under unstructured free-living conditions (study 2). However, the Apple Watch presented questionable-excellent validity (MAPE = 18.0%; ICC = 0.69-0.95). Regarding moderate-to-vigorous PA (MVPA) and total PA, only the Apple Watch showed low-acceptable validity for MAPE value and questionable-excellent validity for the ICC values for MVPA assessment (MAPE = 22.6; ICC = 0.67-0.93). All wearables checked in this study have shown adequate validity results in order to assess steps in both structured and unstructured free-living conditions for both continuous and dichotomous variables. Moreover, for assessing MVPA, only the Apple Watch reported valid results for compliance or non-compliance with the daily PA recommendations. However, the results showed low validity for total PA and MVPA as continuous variables. In conclusion, depending on the user's/researcher's aim and context, one or another wearable activity tracker could be more adequate, mainly because of its valid measurements and its costs.
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