ReviewAnnals of biomedical engineering2022
On-Field Deployment and Validation for Wearable Devices.
Review in Annals of biomedical engineering, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 44 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
44 citing papers in PubMed.
- Field Evaluation of a Wearable Instrumented Headband Designed for Measuring Head Kinematics.Annals of biomedical engineering · 2026Article
- Training-related concussions in men's English Premiership Rugby Union: an eight-season prospective cohort study of 153 243 player-weeks.British journal of sports medicine · 2026Article
- Head Acceleration Event Probabilities During Standardised Contact Drills in Academy Men's Rugby League.European journal of sport science · 2026Article
- Instrumented Mouthguards in Women's Rugby League: Quantifying the Incidence and Probability of Head Acceleration Events at Group and Individual Levels.Sports medicine (Auckland, N.Z.) · 2026Article
- Head Acceleration Event Exposure during Pre-Season Training in Elite Men's Rugby Union.Sports medicine - open · 2026Article
- Reducing Video Verification Burden: Machine Learning Classification of Head Acceleration Events in Youth Football.Research square · 2026Article
- Comparison of Six Data Cleaning Methods for Determining Repetitive Head Impact Exposure in Youth Tackle Football.Annals of biomedical engineering · 2026Article
- Head Acceleration Event Magnitude and Incidence Rate in Academy Rugby Union: A Comparison Across Club and International Competition.Sports medicine (Auckland, N.Z.) · 2026Article
- Beyond protection: the growing role of instrumented mouthguards in sports.British dental journal · 2026Review
- Peak Power: A Severity Measure for Head Acceleration Events Associated with Suspected Concussions.Sports medicine (Auckland, N.Z.) · 2026Article
- Head Acceleration Event Exposure During Elite Men's and Women's Rugby Union Training.Sports medicine (Auckland, N.Z.) · 2026Article
- Head impacts in university-level varsity cheerleading athletes: an exploratory study.Frontiers in sports and active living · 2026Article
- Instrumented Mouthguards in Men's Rugby League: Quantifying the Incidence and Probability of Head Acceleration Events at a Group and Individual Level.Sports medicine (Auckland, N.Z.) · 2025Article
- Sub-Symptom Threshold Balance Training Facilitates Post-Concussion Syndrome Symptom Resolution Beyond Balance Dysfunction.Journal of clinical medicine · 2025Article
- Evaluating the Probability of Head Acceleration Events in Elite Men's and Women's Rugby Union Match-Play: The Impact of Tackle Height and Body Position.Sports medicine (Auckland, N.Z.) · 2025Article
- Head acceleration events in stock car auto racing: motivating and assessing track changes.Traffic injury prevention · 2025Article
- Sex Differences in Head Acceleration Events in Law Enforcement Corrections Cadets.Annals of biomedical engineering · 2025Article
- On-field Head Acceleration Exposure Measurement Using Instrumented Mouthguards: Missing Data Imputation for Complete Exposure Analysis.Annals of biomedical engineering · 2025Article
- Laboratory Evaluation of a Wearable Instrumented Headband for Rotational Head Kinematics Measurement.Annals of biomedical engineering · 2025Article
- The 'Where, What, How and Who' of Head Accelerations in Rugby Union. Head Acceleration Events From Men's and Women's Northern and Southern Hemisphere Competitions.European journal of sport science · 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
12 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Wearable sensors are an important tool in the study of head acceleration events and head impact injuries in sporting and military activities. Recent advances in sensor technology have improved our understanding of head kinematics during on-field activities; however, proper utilization and interpretation of data from wearable devices requires careful implementation of best practices. The objective of this paper is to summarize minimum requirements and best practices for on-field deployment of wearable devices for the measurement of head acceleration events in vivo to ensure data evaluated are representative of real events and limitations are accurately defined. Best practices covered in this document include the definition of a verified head acceleration event, data windowing, video verification, advanced post-processing techniques, and on-field logistics, as determined through review of the literature and expert opinion. Careful use of best practices, with accurate acknowledgement of limitations, will allow research teams to ensure data evaluated is representative of real events, will improve the robustness of head acceleration event exposure studies, and generally improve the quality and validity of research into head impact injuries.
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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 Socratic graph.