Related Experiment Video
Updated: Feb 15, 2026

10:31
A Multi-Modal Approach to Assessing Recovery in Youth Athletes Following Concussion
Published on: September 25, 2014
14.0K
Concussion Assessment With Smartglasses: Validation Study of Balance Measurement Toward a Lightweight, Multimodal,
Joseph P Salisbury1,2, Neha U Keshav2, Anthony D Sossong1,2,3,4
1Neural Sensing and Biometrics Division, TIAX LLC, Lexington, MA, United States.
JMIR Mhealth and Uhealth
|January 25, 2018
Summary
Smartglasses can accurately measure balance, similar to waist-worn devices, offering a new way to detect concussion-related impairments. This validates head-mounted wearables for objective injury assessment in sports and military settings.
Area of Science:
- Biomedical Engineering
- Wearable Technology
- Neurology
Background:
- Objective concussion assessment is needed, as current methods rely on subjective reporting.
- Head-mounted wearables like smartglasses offer a platform for rapid, objective brain injury screening.
- Standing balance is a key indicator for concussion, but its measurement via smartglasses is unvalidated.
Purpose of the Study:
- To validate smartglasses-based balance accelerometer measure (BAM) against a gold standard.
- To compare head-mounted BAM with waist-mounted BAM.
Main Methods:
- Forty-two healthy adults performed balance tests with smartglasses and a waist-worn device.
- Accelerometer and gyroscope data were collected from smartglasses (Glass Explorer Edition).
- Test-retest reliability and correlation with waist-based BAM were analyzed.
Main Results:
- Smartglasses balance measurements strongly correlated with waist-mounted device data (Spearman rho=.85).
- High test-retest reliability was observed for smartglasses (ICC=0.85) and agreement with waist-based BAM (ICC=0.84).
- Optimizing data analysis (normalized path length) further improved correlation (rho=.90) and reliability (ICC=0.87).
Conclusions:
- Smartglasses-based accelerometry provides valid and reliable balance measurements comparable to waist-worn devices.
- This technology shows promise for objective, real-time concussion assessment in a wearable platform.
- Further research is warranted to assess smartglasses' ability to detect concussion-related balance deficits.
Related Concept Videos
Ready Mixed Concrete
378
Ready-mixed concrete, also known as pre-mixed concrete, is prepared in a centralized plant and then transported in trucks to construction sites where it is ready for placement. This type of concrete is categorized into central-mixed, truck-mixed (or transit-mixed), and shrink-mixed. Central-mixed concrete is entirely prepared at a plant and moved to the site in agitator trucks that rotate at a speed of 2 to 6 rpm. Truck-mixed concrete, on the other hand, has the ingredients batched at the plant...
378
Reliability and Validity
14.1K
Reliability and validity are two important considerations that must be made with any type of data collection. Reliability refers to the ability to consistently produce a given result. In the context of psychological research, this would mean that any instruments or tools used to collect data do so in consistent, reproducible ways.
14.1K
Balancing Redox Equations
62.7K
Electrochemistry is the science involved in the interconversion of electrical and chemical reactions. Such reactions are called reduction-oxidation, or redox reactions. These important reactions are defined by changes in oxidation states for one or more reactant elements and include a subset of reactions involving the transfer of electrons between reactant species. Electrochemistry as a field has evolved to yield sufficient insights on the fundamental principles of redox chemistry and multiple...
62.7K
Equilibrium and Balance
6.8K
The inner ear assumes dual functionalities of auditory perception and equilibrium maintenance. The vestibule is the organ responsible for balance. This organ contains mechanoreceptors, specifically hair cells, endowed with stereocilia, which aid in deciphering information regarding the position and motion of our heads. Two intrinsic components, the utricle and saccule, help perceive head position, while the semicircular canals track head movement. Neurological messages initiated in the...
6.8K
Energy Balance
1.3K
The human body gets energy from the three macronutrients: carbohydrates, proteins, and fats. Energy is released when the chemical bonds in the organic compounds present in the food are broken down. The energy content of food is measured in kilocalories (kcal), defined as the amount of heat required to raise the temperature of one kilogram of water by one degree Celsius. This value is determined by measuring the temperature change of the water surrounding a calorimeter after the complete...
1.3K
Data Validation
2.4K
Method validation is a crucial process in analytical chemistry designed to confirm that a given method consistently produces reliable and high-quality results. This process is essential when a method is applied to different sample matrices or when procedural modifications are made, ensuring that the results meet acceptable standards across various applications.
Key parameters for method validation include:
Key parameters for method validation include:
2.4K

