ReviewEuropean journal of applied physiology2022
Wearable activity trackers-advanced technology or advanced marketing?
Review in European journal of applied physiology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT05887518 (The Effect of Sock Developed Wıth Wearable Technology for Patıents Undergoıng Transurethral Resectıon Surgery on the Development of Hypothermıa and Venous Thromboembolısm), which is not on this map. Cited by 67 papers, 4 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.
The Effect of Sock Developed Wıth Wearable Technology for Patıents Undergoıng Transurethral Resectıon Surgery on the Development of Hypothermıa and Venous Thromboembolısm
Who cites it
67 citing papers in PubMed, 4 syntheses or guidelines pooled it.
- Predicting disease outcomes from remote monitoring using machine learning: a systematic review.BMC medical informatics and decision making · 2026Pooled it
- Consumer-oriented (wearable) sleep technology: a systematic SWOT analysis and recommendations for athletes and fitness enthusiasts.Frontiers in sports and active living · 2026Pooled it
- Effectiveness of wearable activity trackers on physical activity among adolescents in school-based settings: a systematic review and meta-analysis.BMC public health · 2025Pooled it
- Real-World Accuracy of Wearable Activity Trackers for Detecting Medical Conditions: Systematic Review and Meta-Analysis.JMIR mHealth and uHealth · 2024Pooled it
- Failure of Digital Device Performance in Monitoring Physical Exercise in a Pilot Study in Sedentary Persons with HIV.Sensors (Basel, Switzerland) · 2023Trial
- A Geometrically Transient Platform for Bioelectronic Implants.Advanced materials (Deerfield Beach, Fla.) · 2026Article
- Hawthorne Effect in Screening Ambulatory Activity Status Using Wearable Pedometers Varies Across Age Groups.AJPM focus · 2026Article
- Examining the Role of Wearables in Inflammatory Arthritis Care: A Narrative Literature Review.The Journal of rheumatology · 2026Review
- Step Count as a Digital Mobility Outcome-A Pilot Study on Differences Between the Upper and Lower Extremities.Sensors (Basel, Switzerland) · 2026Observational
- Consumer Smartwatch Technology in Health and Performance Research: Validity, Limitations, and Real-World Applications.Sensors (Basel, Switzerland) · 2026Review
- Wearable Sensing for Clinical Physiology Monitoring: Emerging Paradigms.Physiology (Bethesda, Md.) · 2026Review
- Can consumer wearables support outpatient health monitoring for patients with post-acute infection syndromes? A systematic umbrella review of accuracy, validity, and clinical utility data.PLOS digital health · 2026Article
- Making Sense of Shoulder Exercise: Measuring the Accuracy of an Artificial Intelligence Model to Classify Shoulder Exercise via Wearable Sensors Among People With and Without Rotator Cuff Tendinopathy.European journal of sport science · 2026Article
- Article
- Establishing global standards on wearable technology for measuring mobility in ageing populations: an international consensus exercise.Age and ageing · 2026Article
- Comparison of smartwatch-derived energy expenditure estimation during outdoor activities.Frontiers in digital health · 2026Article
- Exercise interventions remodel the aging microenvironment to improve prognosis in older patients with cancer.Frontiers in immunology · 2026Review
- Navigating open data sharing and privacy in the age of clinical AI research: from reidentification to pseudo-reidentification.EClinicalMedicine · 2026Review
- Optimizing Performance and Health: Nutrition Considerations for Female Athletes in Strength and Conditioning.Strength and conditioning journal · 2025Article
- Evaluation of the Agreement Between Research-Grade Actigraphy Sleep, Consumer-Grade Smartwatches and Self-Reported Sleep Diaries in Masters Endurance Athletes.Journal of sleep research · 2025Article
7 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Wearable devices represent one of the most popular trends in health and fitness. Rapid advances in wearable technology present a dizzying display of possible functions: from thermometers and barometers, magnetometers and accelerometers, to oximeters and calorimeters. Consumers and practitioners utilize wearable devices to track outcomes, such as energy expenditure, training load, step count, and heart rate. While some rely on these devices in tandem with more established tools, others lean on wearable technology for health-related outcomes, such as heart rhythm analysis, peripheral oxygen saturation, sleep quality, and caloric expenditure. Given the increasing popularity of wearable devices for both recreation and health initiatives, understanding the strengths and limitations of these technologies is increasingly relevant. Need exists for continued evaluation of the efficacy of wearable devices to accurately and reliably measure purported outcomes. The purposes of this review are (1) to assess the current state of wearable devices using recent research on validity and reliability, (2) to describe existing gaps between physiology and technology, and (3) to offer expert interpretation for the lay and professional audience on how best to approach wearable technology and employ it in the pursuit of health and fitness. Current literature demonstrates inconsistent validity and reliability for various metrics, with algorithms not publicly available or lacking high-quality validation studies. Advancements in wearable technology should consider standardizing validation metrics, providing transparency in used algorithms, and improving how technology can be tailored to individuals. Until then, it is prudent to exercise caution when interpreting metrics reported from consumer-wearable devices.
Indexed as
Identifiers
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.