ArticleFrontiers in human neuroscience2021
Machine Learning for Subtyping Concussion Using a Clustering Approach.
Article in Frontiers in human neuroscience, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 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
9 citing papers in PubMed.
- Artificial intelligence in contact sports research: Promise and peril for predicting and preventing brain injury.Experimental physiology · 2026Article
- Post-concussion symptom burden and dynamics: Insights from a digital health intervention and machine learning.PLOS digital health · 2025Article
- Potential Applications and Ethical Considerations for Artificial Intelligence in Traumatic Brain Injury Management.Biomedicines · 2024Review
- Assessment of Sports Concussion in Female Athletes: A Role for Neuroinformatics?Neuroinformatics · 2024Review
- Using machine learning to discover traumatic brain injury patient phenotypes: national concussion surveillance system Pilot.Brain injury · 2024Article
- Identification of Concussion Subtypes Based on Intrinsic Brain Activity.JAMA network open · 2024Article
- Towards defining biomarkers to evaluate concussions using virtual reality and a moving platform (BioVRSea).Scientific reports · 2022Article
- Derivation and Validation of Subtypes of Concussion: A Systematic Review.Neurotrauma reportsReview
- Analyzing the Spectrum of mTBI Subgroups.Neurotrauma reportsReview
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
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.