ReviewSports medicine (Auckland, N.Z.)2023
Technology Innovation and Guardrails in Elite Sport: The Future is Now.
Review in Sports medicine (Auckland, N.Z.), 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers.
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
14 citing papers in PubMed.
- Precision Prevention for Health: The Global Alliance Framework for the Promotion of Physical Activity.Sports medicine (Auckland, N.Z.) · 2026Article
- From Sensors to Systems: Real-Time Human Performance and Health Monitoring.Sensors (Basel, Switzerland) · 2026Article
- Validation of the iButton and Flex sensors for measuring skin temperature.European journal of applied physiology · 2026Article
- Technology on Snow and Ice: Innovation, Monitoring, and Performance for the Olympic Winter Games Milano Cortina 2026.Scandinavian journal of medicine & science in sports · 2026Review
- Wearable technology for athletes: material innovations, performance monitoring, and emerging paradigms.Mikrochimica acta · 2026Review
- Real-time thermoregulatory and cardiovascular monitoring of non-acclimatised mountaineers in extreme cold: a 10-day field expedition study.Frontiers in physiology · 2026Article
- Leveraging wearables to safeguard workers in a hotter climate.Frontiers in public health · 2026Article
- Real-Time Monitoring of Biometric Responses During a 200-km Ultra-Endurance Race Across the Desert.European journal of sport science · 2025Observational
- Enhancing track and field training feedback through 6G enabled transparent optical sensor networks.Scientific reports · 2025Article
- Evaluating the Accuracy of Low-Cost Wearable Sensors for Healthcare Monitoring.Micromachines · 2025Article
- Thermal and Biomechanical Responses of Amateur, Elite and World Cup Athletes During a World Cup Sprint Triathlon in the Heat.Sports medicine (Auckland, N.Z.) · 2025Article
- Editorial for the Special Issue on Sensors and Wearable Technologies in Sports Biomechanics.Sensors (Basel, Switzerland) · 2024Article
- The effect of advanced footwear technology on elite male marathon race speed.European journal of applied physiology · 2024Article
- Sports Nutrition Ingredients and Governance, Exercise Training, and Sports Technology.Sports medicine (Auckland, N.Z.) · 2023Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
17 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
A growing number of companies are developing or using wearable sensor technologies that can monitor, analyse and transmit data from humans in real time that can be used by the sporting, biomedical and media industries. To explore this phenomenon, we describe and review two high-profile sporting events where innovations in wearable technologies were trialled: the Tokyo 2020 Summer Olympic Games (Tokyo 2020, Japan) and the 2022 adidas Road to Records (Germany). These two major sporting events were the first time academic and industry partners came together to implement real-time wearable solutions during major competition, to protect the health of athletes competing in hot and humid environments, as well as to better understand how these metrics can be used moving forwards. Despite the undoubted benefits of such wearables, there are well-founded concerns regarding their use including: (1) limited evidence quantifying the potential beneficial effects of analysing specific parameters, (2) the quality of hardware and provided data, (3) information overload, (4) data security and (5) exaggerated marketing claims. Employment and sporting rules and regulations also need to evolve to facilitate the use of wearable devices. There is also the potential to obtain real-time data that will oblige medical personnel to make crucial decisions around whether their athletes should continue competing or withdraw for health reasons. To protect athletes, the urgent need is to overcome these ethical/data protection concerns and develop wearable technologies that are backed by quality science. The fields of sport and exercise science and medicine provide an excellent platform to understand the impact of wearable sensors on performance, wellness, health, and disease.
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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.