Evidence map›Paper›PMID 41615970›Full record

ArticlePloS one2026

Wearable technology to characterize and treat mild traumatic brain injury subtypes: Study protocol for a randomized controlled trial on biofeedback-based precision rehabilitation (SuBTyPE).

Jae W Lee, Prokopios Antonellis, Peter C Fino, Robert J Peterka, Jennifer L Wilhelm, Kathleen T Scanlan, Margaret E Stojak, Jennifer L Brodsky, Cecilia Monoli, Angela R Weston and 11 more

Registry-linked trialAbstract readClinical Trial Protocol
In one paragraph

Article in PloS one, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT06381674 (Wearable Technology to Characterize and Treat mTBI Subtypes), which is not on this map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from 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.

2 · The registry

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.

NCT06381674 narecruitingnot on this map

Wearable Technology to Characterize and Treat mTBI Subtypes: Biofeedback-Based Precision Rehabilitation

TypeinterventionalSponsorOregon Health and Science UniversityRan2024 to 2028Enrolled100ConditionsMild Traumatic Brain Injury, Concussion, Rehabilitation, Balance ImpairmentArmsVestibular therapy for mTBI augmented with audio and visual real-time biofeedback, Vestibular therapy for mTBI
3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Review
  2. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

21 authors.

Jae W LeeDepartment of Neurology, Oregon Health & Science University, Portland, Oregon, United States of America.ORCID https://orcid.org/0000-0002-2492-000X
Prokopios AntonellisDepartment of Neurology, Oregon Health & Science University, Portland, Oregon, United States of America.
Peter C FinoDepartment of Health and Kinesiology, University of Utah, Salt Lake City, Utah, United States of America.ORCID https://orcid.org/0000-0002-8621-3706
Robert J PeterkaDepartment of Neurology, Oregon Health & Science University, Portland, Oregon, United States of America.
Jennifer L WilhelmDepartment of Neurology, Oregon Health & Science University, Portland, Oregon, United States of America.
Kathleen T ScanlanDepartment of Neurology, Oregon Health & Science University, Portland, Oregon, United States of America.
Margaret E StojakDepartment of Neurology, Oregon Health & Science University, Portland, Oregon, United States of America.
Jennifer L BrodskyDepartment of Neurology, Oregon Health & Science University, Portland, Oregon, United States of America.
Cecilia MonoliDepartment of Health and Kinesiology, University of Utah, Salt Lake City, Utah, United States of America.ORCID https://orcid.org/0000-0002-2033-0619
Angela R WestonArmy-Baylor University Doctoral Program in Physical Therapy, Joint Base San Antonio, Fort Sam Houston, San Antonio, Texas, United States of America.
William LiuDepartment of Neurology, Oregon Health & Science University, Portland, Oregon, United States of America.
Kody R CampbellDepartment of Neurology, Oregon Health & Science University, Portland, Oregon, United States of America.
Kelsi SchiltzDepartment of Health and Kinesiology, University of Utah, Salt Lake City, Utah, United States of America.
Irene RobinsonDepartment of Neurology, Oregon Health & Science University, Portland, Oregon, United States of America.
Christina M GeislerDepartment of Health and Kinesiology, University of Utah, Salt Lake City, Utah, United States of America.
Siting ChenSchool of Public Health, Oregon Health & Science University, Portland, Oregon, United States of America.
Margaret M WeightmanCourage Kenny Research Center-Allina Health, Minneapolis, Minnesota, United States of America.
Carrie W HoppesJoint Base San Antonio-Lackland Air Force Base, San Antonio, Texas, United States of America.ORCID https://orcid.org/0000-0001-5104-7448
Leland DibbleDepartment of Physical Therapy & Athletic Training, University of Utah, Salt Lake City, Utah, United States of America.ORCID https://orcid.org/0000-0001-8553-7867
James C ChesnuttDepartment of Family Medicine, Oregon Health & Science University, Portland, Oregon, United States of America.
Laurie A KingDepartment of Neurology, Oregon Health & Science University, Portland, Oregon, United States of America.ORCID https://orcid.org/0000-0001-9802-4446

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundRehabilitation of persistent imbalance in people with mild traumatic brain injury (mTBI) is challenging, and responsiveness to rehabilitation is often suboptimal. One reason for suboptimal outcomes may be patient heterogeneity within rehabilitation referrals. Specifically, people with greater vestibular and/or ocular-motor (V/O) symptoms may respond better to vestibular rehabilitation therapy (VRT) compared to those with greater mood or cognition symptoms. Poor performance of exercises may also explain suboptimal outcomes. This study aims to 1) assess if a wearable sensor-based multidimensional biofeedback system could enhance rehabilitation, 2) examine responsiveness to rehabilitation depending on the severity of V/O deficits, 3) characterize the impact of V/O deficits on gait and turning during seven days of unsupervised daily living and establish normative mobility data from active-duty service members.

methodsThis study is a single-blinded randomized controlled trial involving 100 individuals experiencing persistent symptoms from subacute and chronic mTBI. Participants will be randomized into VRT with or without sensor-based biofeedback. Both groups will receive a 6-week VRT. All participants will be tested for balance, gait, turning, and V/O performance before and after VRT. We will compare the efficacy of VRT with or without biofeedback, stratified by the severity of V/O symptoms. Additionally, a subset of 50 participants with mTBI and 40 healthy active-duty service members will wear inertial sensors for seven days to quantify daily mobility. We will use the data to examine if the severity of V/O deficits following mTBI impacts daily mobility and to establish normative data for daily living mobility from military service members. DISCUSSION: This study will be the first clinical trial to investigate whether wearable technology can improve rehabilitation outcomes for those with V/O symptoms by providing real-time biofeedback during rehabilitation. This work will also help to identify individuals with sensorimotor deficits associated with V/O subtypes. These results will enhance the assessment and rehabilitative care following mTBI by integrating objective measures to identify and address V/O subtypes. Furthermore, establishing normative data for daily living mobility from service members will aid in return-to-duty decision making following mTBI.

trial registrationThis protocol is registered on ClinicalTrials.gov under the number NCT06381674. Registered on April 04, 2024. Recruited period from June 2024 to September 2028. https://clinicaltrials.gov/study/NCT06381674. Trial Protocol v1 (Dated November 14, 2023).

Indexed as

Biofeedback, PsychologyBrain ConcussionWearable Electronic DevicesAdultFemaleGaitHumansMaleRandomized Controlled Trials as TopicSingle-Blind Method

Identifiers

PMID41615970
PMCPMC12857941

What Socratic holds

Textmetadata
LicenceCC BY
Read underepoch 390

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.