ReviewMedicine and science in sports and exercise2019
Standardizing Analytic Methods and Reporting in Activity Monitor Validation Studies.
Review in Medicine and science in sports and exercise, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 60 papers, 9 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
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.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
60 citing papers in PubMed, 9 syntheses or guidelines pooled it, 145 citations in OpenAlex.
- Validity and Reliability of Portable Blood Lactate Analyzers: A Systematic Review with COSMIN and GRADE Assessment.Sports medicine - open · 2026Pooled it
- Effectiveness of active video games for promoting physical activity: an umbrella review.Frontiers in sports and active living · 2025Pooled it
- Assessment of 24-hour physical behaviour in adults via wearables: a systematic review of validation studies under laboratory conditions.The international journal of behavioral nutrition and physical activity · 2023Pooled it
- Accuracy and Precision of Consumer-Grade Wearable Activity Monitors for Assessing Time Spent in Sedentary Behavior in Children and Adolescents: Systematic Review.JMIR mHealth and uHealth · 2022Pooled it
- Recommendations for Determining the Validity of Consumer Wearables and Smartphones for the Estimation of Energy Expenditure: Expert Statement and Checklist of the INTERLIVE Network.Sports medicine (Auckland, N.Z.) · 2022Pooled it
- Validity of Estimating the Maximal Oxygen Consumption by Consumer Wearables: A Systematic Review with Meta-analysis and Expert Statement of the INTERLIVE Network.Sports medicine (Auckland, N.Z.) · 2022Pooled it
- Quality Evaluation of Free-living Validation Studies for the Assessment of 24-Hour Physical Behavior in Adults via Wearables: Systematic Review.JMIR mHealth and uHealth · 2022Pooled it
- Accuracy and Precision of Energy Expenditure, Heart Rate, and Steps Measured by Combined-Sensing Fitbits Against Reference Measures: Systematic Review and Meta-analysis.JMIR mHealth and uHealth · 2022Pooled it
- Assessment of 24-hour physical behaviour in children and adolescents via wearables: a systematic review of free-living validation studies.BMJ open sport & exercise medicine · 2022Pooled it
- Validity, Reliability and Sensitivity to Change of Three Consumer-Grade Activity Trackers in Controlled and Free-Living Conditions among Older Adults.Sensors (Basel, Switzerland) · 2021Trial
- A catalog of validity indices for step counting wearable technologies during treadmill walking: the CADENCE-Kids study.The international journal of behavioral nutrition and physical activity · 2021Trial
- Association of accelerometer-measured physical activity and sedentary behavior with unplanned hospitalization in older adults: a 6-year longitudinal study.GeroScience · 2026Article
- Cleaning and pre-processing of actigraphy data for physical activity and sleep research: a scoping review.Physiological measurement · 2026Article
- The Interplay of Genetics and Lifestyle in MASLD: Focus on LPIN1 rs13412852 and Sedentary Behaviour.International journal of molecular sciences · 2026Article
- Expert perspectives on exposure-response functions for urban health policy: Lessons from a UBDPolicy workshop.Environmental research · 2026Review
- Classification of daily activities using a wireless instrumented insole (WalkinSense) in a semi free-living setting.PloS one · 2026Article
- From Daily Routines to Cardiovascular Health: The Untapped Potential of Incidental Physical Activity.Reviews in cardiovascular medicine · 2026Review
- The WEAR-BOT checklist: A risk of bias tool for evaluating validity and reliability research in wearable technology.PloS one · 2026Article
- The impact of physical activity on substance use experimentation and initiation among adolescents: Results from the ABCD Study® cohort.Drug and alcohol dependence reports · 2025Article
- Accelerometer Output and Oxygen Uptake in Adults With and Without Down Syndrome: METs vs. Percent VOJournal of intellectual disability research : JIDR · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors at 6 institutions in 2 countries.
Funding
Abstract
introductionA lack of standardization with accelerometry-based monitors has made it hard to advance applications for both research and practice. Resolving these challenges is essential for developing methods for consistent, agnostic reporting of physical activity outcomes from wearable monitors in clinical applications.
methodsThis article reviewed the literature on the methods used to evaluate the validity of contemporary consumer activity monitors. A rationale for focusing on energy expenditure as a key outcome measure in validation studies was provided followed by a summary of the strengths and limitations of different analytical methods. The primary review included 23 recent validation studies that collectively reported energy expenditure estimates from 58 monitors relative to values from appropriate criterion measures.
resultsThe majority of studies reported weak indicators such as correlation coefficients (87%), but only half (52%) reported the recommended summary statistic of mean absolute percent error needed to evaluate actual individual error. Fewer used appropriate tests of agreement such as equivalence testing (22%).
conclusionsThe use of inappropriate analytic methods and incomplete reporting of outcomes is a major limitation for systematically advancing research with both research grade and consumer-grade activity monitors. Guidelines are provided to standardize analytic methods and reporting in these types of studies to enhance the utility of the devices for clinical mHealth applications.
Indexed as
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What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.