ReviewSensors (Basel, Switzerland)2022
Using Artificial Intelligence-Enhanced Sensing and Wearable Technology in Sports Medicine and Performance Optimisation.
Review in Sensors (Basel, Switzerland), 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 35 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
35 citing papers in PubMed.
- Effect of technology-aided training on physiological and psychological sports performance: Moderation analysis of sport involvement.PloS one · 2025Trial
- Exercise and Sports Metabolomics: Analytical Platforms, Metabolite Annotation, Pathway-Level Interpretation, and Biomarker-Panel Readiness.Metabolites · 2026Review
- Injury Prediction and Risk Modelling in Team Sports Using Artificial Intelligence and Sensor-Based Monitoring: A Scoping Review.Journal of functional morphology and kinesiology · 2026Review
- Wearable Biosensing and Machine Learning for Data-Driven Training and Coaching Support.Biosensors · 2026Review
- Pre-competitive anxiety, self-confidence, and technical-tactical performance in professional kickboxing athletes: differences between winners and defeated athletes.Frontiers in sports and active living · 2026Article
- Advancements in functional smart and wearable textiles for sportswear applications.RSC advances · 2025Review
- Advancement in real time football analysis using fuzzy based decision-making of the WASPAS method.Scientific reports · 2025Article
- Computational Analysis of Neuromuscular Adaptations to Strength and Plyometric Training: An Integrated Modeling Study.Sports (Basel, Switzerland) · 2025Article
- Artificial Intelligence in Sports Biomechanics: A Scoping Review on Wearable Technology, Motion Analysis, and Injury Prevention.Bioengineering (Basel, Switzerland) · 2025Review
- Physical function evaluation in volleyball training based on intelligent GRNN.Scientific reports · 2025Article
- Enhancing track and field training feedback through 6G enabled transparent optical sensor networks.Scientific reports · 2025Article
- Towards a comprehensive digital wearable tracking system of the patient recovery journey after extremity trauma: a narrative review.EFORT open reviews · 2025Review
- The optimization and impact of public sports service quality based on the supervised learning model and artificial intelligence.Scientific reports · 2025Article
- Investigating the Utility of the BrainEye Smartphone Eye Tracking Application and Platform in Concussion Management.Sports medicine - open · 2025Article
- The optimization of youth football training using deep learning and artificial intelligence.Scientific reports · 2025Article
- Evaluation of Pulse Oximetry Accuracy in a Commercial Smartphone and Smartwatch Device During Human Hypoxia Laboratory Testing.Sensors (Basel, Switzerland) · 2025Article
- Hybrid feature-time series neural network for predicting ACL forces in martial artists with resistive braces after reconstruction.Frontiers in bioengineering and biotechnology · 2025Article
- Precision nutrition in sports science: an opinion on omics-based personalization and athletic outcomes.Frontiers in nutrition · 2025Article
- The impact of the sports industry on the development of the health industry: an exploration of mediating and threshold effects.Frontiers in public health · 2025Article
- Cognitive Motor Dual Tasking as a game-changer in basketball training programs: a new approach to developing elite basketball players.Frontiers in psychology · 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
9 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Wearable technologies are small electronic and mobile devices with wireless communication capabilities that can be worn on the body as a part of devices, accessories or clothes. Sensors incorporated within wearable devices enable the collection of a broad spectrum of data that can be processed and analysed by artificial intelligence (AI) systems. In this narrative review, we performed a literature search of the MEDLINE, Embase and Scopus databases. We included any original studies that used sensors to collect data for a sporting event and subsequently used an AI-based system to process the data with diagnostic, treatment or monitoring intents. The included studies show the use of AI in various sports including basketball, baseball and motor racing to improve athletic performance. We classified the studies according to the stage of an event, including pre-event training to guide performance and predict the possibility of injuries; during events to optimise performance and inform strategies; and in diagnosing injuries after an event. Based on the included studies, AI techniques to process data from sensors can detect patterns in physiological variables as well as positional and kinematic data to inform how athletes can improve their performance. Although AI has promising applications in sports medicine, there are several challenges that can hinder their adoption. We have also identified avenues for future work that can provide solutions to overcome these challenges.
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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.