ReviewNPJ digital medicine2019
Wearable sensors for monitoring the physiological and biochemical profile of the athlete.
Review in NPJ digital medicine, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 133 papers, 5 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
133 citing papers in PubMed, 5 syntheses or guidelines pooled it.
- Mapping smart technologies and nutritional strategies for monitoring cognitive resilience in military personnel under extreme operational conditions: a scoping review.Frontiers in nutrition · 2026Pooled it
- Mapping research on ICT addiction: a comprehensive review of Internet, smartphone, social media, and gaming addictions.Frontiers in psychology · 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
- Wearable Sensor Technology to Predict Core Body Temperature: A Systematic Review.Sensors (Basel, Switzerland) · 2022Pooled it
- Wearables and Internet of Things (IoT) Technologies for Fitness Assessment: A Systematic Review.Sensors (Basel, Switzerland) · 2021Pooled it
- Metal-organic framework-based wearable electrochemical glucose sensors for sweat analysis: materials design, sensing mechanisms, and future perspectives.RSC advances · 2026Review
- Point-of-care magnesium monitoring in athletes: a physiological framework for exercise-related arrhythmic vulnerability.European journal of applied physiology · 2026Review
- Artificial Intelligence and Psychophysiological Monitoring for Integrated Performance Modeling in Elite Soccer: A Scoping Review of Applications, Evidence Gaps, and Translational Challenges.Sports (Basel, Switzerland) · 2026Review
- Applications of Wearable Sweat Biosensors in Sports Activities with Real-World Cases.Bioengineering (Basel, Switzerland) · 2026Review
- Exercise and Sports Metabolomics: Analytical Platforms, Metabolite Annotation, Pathway-Level Interpretation, and Biomarker-Panel Readiness.Metabolites · 2026Review
- From Sensors to Systems: Real-Time Human Performance and Health Monitoring.Sensors (Basel, Switzerland) · 2026Article
- Acute effects of elevation training mask on anaerobic performance and post-exercise heart rate and blood lactate responses in young males: a randomized crossover study.BMC sports science, medicine & rehabilitation · 2026Article
- Fast Estimation and Valid Statistical Inference for Mixed-Effect Location-Scale Models Using Variational Inference.Statistics in medicine · 2026Article
- Real-time AI-Driven cadence optimization in elite 800-m runners: a bioenergetic digital twin approach under metabolic constraints.BMC sports science, medicine & rehabilitation · 2026Article
- Laser-Scribed Graphene on PDMS for Flexible Wearable Sweat Biosensors with Multiplexed Sensing Capability.Biosensors · 2026Article
- Functionalized Quantum Dot-Based Portable Sensor for Dual Detection of Stress Biomarkers in Blood Serum and Saliva.Journal of biophotonics · 2026Article
- A Wireless, Battery-Free Artificial Throat Patch with Deep Learning for Emotional Speech Recognition.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Human motion recognition and prediction using loose cloth.Nature communications · 2026Article
- Neurotoxicity of Micro- and Nanoplastics: A Comprehensive Review of Central Nervous System Impacts.Environment & health (Washington, D.C.) · 2026Review
- Wearable technology for athletes: material innovations, performance monitoring, and emerging paradigms.Mikrochimica acta · 2026Review
73 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
7 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Athletes are continually seeking new technologies and therapies to gain a competitive edge to maximize their health and performance. Athletes have gravitated toward the use of wearable sensors to monitor their training and recovery. Wearable technologies currently utilized by sports teams monitor both the internal and external workload of athletes. However, there remains an unmet medical need by the sports community to gain further insight into the internal workload of the athlete to tailor recovery protocols to each athlete. The ability to monitor biomarkers from saliva or sweat in a noninvasive and continuous manner remain the next technological gap for sports medical personnel to tailor hydration and recovery protocols per the athlete. The emergence of flexible and stretchable electronics coupled with the ability to quantify biochemical analytes and physiological parameters have enabled the detection of key markers indicative of performance and stress, as reviewed in this paper.
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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.