ArticleFrontiers in sports and active living2021
Development of a Machine-Learning-Based Classifier for the Identification of Head and Body Impacts in Elite Level Australian Rules Football Players.
Article in Frontiers in sports and active living, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers, 1 of them a synthesis 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
9 citing papers in PubMed, 1 synthesis or guideline pooled it, 14 citations in OpenAlex.
- Performance of Oral Cavity Sensors: A Systematic Review.Sensors (Basel, Switzerland) · 2023Pooled it
- Reducing Video Verification Burden: Machine Learning Classification of Head Acceleration Events in Youth Football.Research square · 2026Article
- Effects of One Season of Rugby on the Neurological Integrity of Male Adolescent Players.Sports medicine - open · 2026Article
- Head Acceleration Events Measured by Instrumented Mouthguards in Elite Australian Football.Sports medicine - open · 2026Article
- Associations Between Instrumented Mouthguard-Measured Head Acceleration Events and Post-Match Biomarkers of Astroglial and Axonal Injury in Male Amateur Australian Football Players.Sports medicine (Auckland, N.Z.) · 2025Article
- Quantitative video analysis of head acceleration events: a review.Frontiers in bioengineering and biotechnology · 2025Review
- Development of a Head Acceleration Event Classification Algorithm for Female Rugby Union.Annals of biomedical engineering · 2023Article
- Validation of an instrumented mouthguard in rugby union-a pilot study comparing impact sensor technology to video analysis.Frontiers in sports and active living · 2023Article
- A neural network for the detection of soccer headers from wearable sensor data.Scientific reports · 2022Article
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 at 4 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
PubMed holds no abstract for this paper.
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.