ReviewJMIR mHealth and uHealth2021
Use of Fitbit Devices in Physical Activity Intervention Studies Across the Life Course: Narrative Review.
Review in JMIR mHealth and uHealth, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 49 papers, 2 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
49 citing papers in PubMed, 2 syntheses or guidelines pooled it, 71 citations in OpenAlex.
- Activity and Behavioral Recognition Using Sensing Technology in Persons with Parkinson's Disease or Dementia: An Umbrella Review of the Literature.Sensors (Basel, Switzerland) · 2025Pooled it
- Wearables for Measuring the Physical Activity and Sedentary Behavior of Patients With Axial Spondyloarthritis: Systematic Review.JMIR mHealth and uHealth · 2022Pooled it
- Effects of a physical activity intervention on sleep among cancer survivors in a randomized controlled trial within the Cancer Prevention Study-3 cohort.Journal of cancer survivorship : research and practice · 2026Trial
- Maintenance of physical activity gains among Latina teens: 12-month findings from the Chicas Fuertes randomized controlled trial.The international journal of behavioral nutrition and physical activity · 2026Trial
- A pilot randomized controlled trial comparing the feasibility and preliminary effects of different forms of exercise-related social support for older adult survivors of cancer.Supportive care in cancer : official journal of the Multinational Association of Supportive Care in Cancer · 2026Trial
- Trajectories of Adherence to Study-Prescribed Physical Activity Goals in a mHealth Weight Loss Intervention.Sensors (Basel, Switzerland) · 2025Trial
- Implementing exercise and self-management for women with breast cancer during treatment: results of the NEXT-BRCA randomized controlled trial.Scientific reports · 2025Trial
- Adherence to self-monitoring and behavioral goals is associated with improved weight loss in an mHealth randomized-controlled trial.Obesity (Silver Spring, Md.) · 2025Trial
- Smartband-based smoking detection and real-time brief mindfulness intervention: findings from a feasibility clinical trial.Annals of medicine · 2024Trial
- Deconstructing Fitbit to Specify the Effective Features in Promoting Physical Activity Among Inactive Adults: Pilot Randomized Controlled Trial.JMIR mHealth and uHealth · 2024Trial
- Actívatexto: Feasibility and Acceptability of a Mobile Intervention That Promotes Smoking Cessation and Physical Activity among Latinos.Cancer research communications · 2024Trial
- Remote Assessment of Physical Function and Physical Activity in Adults With Autism Spectrum Disorder: Protocol for Feasibility, Validity, and Reliability Study.JMIR research protocols · 2026Article
- Wearable Sensors and Artificial Intelligence for Ecological Knee Osteoarthritis Assessment: Development and Feasibility of a Hybrid Digital Phenotyping Framework.Sensors (Basel, Switzerland) · 2026Article
- Associations of Screen Time and Physical Activity With Body Mass Index in Early Adolescence: A Prospective Cohort Study.Obesity (Silver Spring, Md.) · 2026Article
- Physical Activity Monitoring in Adolescents and Young Adults With Cancer: Observational Feasibility Study.JMIR cancer · 2026Observational
- Higher recreational screen time and lower step count are associated with higher cardiovascular disease risk in early adolescence.BMC public health · 2026Article
- Opportunities for Physical Activity Behavior Change Among Emergency Medical Services Clinicians: Qualitative Investigation.Prehospital emergency care · 2026Article
- Using consumer sleep trackers for sleep extension interventions: retention, adherence, and user experiences.Sleep advances : a journal of the Sleep Research Society · 2026Article
- Using Step Trackers Among Older People Receiving Aged Care Services Is Feasible and Acceptable: A Mixed-Methods Study.Healthcare (Basel, Switzerland) · 2025Article
- Performance evaluation of an under-mattress sleep sensor versus polysomnography in > 400 nights with healthy and unhealthy sleep.Journal of sleep research · 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 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundCommercial off-the-shelf activity trackers (eg, Fitbit) allow users to self-monitor their daily physical activity (PA), including the number of steps, type of PA, amount of sleep, and other features. Fitbits have been used as both measurement and intervention tools. However, it is not clear how they are being incorporated into PA intervention studies, and their use in specific age groups across the life course is not well understood.
objectiveThis narrative review aims to characterize how PA intervention studies across the life course use Fitbit devices by synthesizing and summarizing information on device selection, intended use (intervention vs measurement tool), participant wear instructions, rates of adherence to device wear, strategies used to boost adherence, and the complementary use of other PA measures. This review provides intervention scientists with a synthesis of information that may inform future trials involving Fitbit devices.
methodsWe conducted a search of the Fitabase Fitbit Research Library, a database of studies published between 2012 and 2018. Of the 682 studies available on the Fitabase research library, 60 interventions met the eligibility criteria and were included in this review. A supplemental search in PubMed resulted in the inclusion of 15 additional articles published between 2019 and 2020. A total of 75 articles were reviewed, which represented interventions conducted in childhood; adolescence; and early, middle, and older adulthood.
resultsThere was considerable heterogeneity in the use of Fitbit within and between developmental stages. Interventions for adults typically required longer wear periods, whereas studies on children and adolescents tended to have more limited device wear periods. Most studies used developmentally appropriate behavior change techniques and device wear instructions. Regardless of the developmental stage and intended Fitbit use (ie, measurement vs intervention tool), the most common strategies used to enhance wear time included sending participants reminders through texts or emails and asking participants to log their steps or synchronize their Fitbit data daily. The rates of adherence to the wear time criteria were reported using varying metrics. Most studies supplemented the use of Fitbit with additional objective or self-reported measures for PA.
conclusionsOverall, the heterogeneity in Fitbit use across PA intervention studies reflects its relative novelty in the field of research. As the use of monitoring devices continues to expand in PA research, the lack of uniformity in study protocols and metrics of reported measures represents a major issue for comparability purposes. There is a need for increased transparency in the prospective registration of PA intervention studies. Researchers need to provide a clear rationale for the use of several PA measures and specify the source of their main PA outcome and how additional measures will be used in the context of Fitbit-based interventions.
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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.