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Updated: Aug 5, 2026

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Home-Based Monitor for Gait and Activity Analysis
Published on: August 8, 2019
A Smart Shoe System for Gait Analysis and Remote Monitoring in Parkinson's Disease-A Validation Study
Shanshika Maddumage Dona1, Karen Sullivan2, Alexander Lehn3,4
1School of Exercise and Nutrition Sciences, Faculty of Health, Queensland University of Technology, Brisbane, QLD 4059, Australia.
Sensors (Basel, Switzerland)
|July 28, 2026
Summary
The NUSHU smart shoe system accurately measures gait in Parkinson's Disease (PD) patients and healthy adults. Measurement validity is maintained even with vibrotactile feedback, supporting real-world PD monitoring.
Area of Science:
- Biomedical Engineering
- Neurology
- Rehabilitation Technology
Background:
- Continuous gait monitoring is crucial for Parkinson's Disease (PD) management due to disease progression and treatment variability.
- Wearable sensors offer a practical solution for real-world gait assessment, overcoming limitations of laboratory settings.
Purpose of the Study:
- To validate spatiotemporal gait parameters from the NUSHU smart shoe system against Vicon motion capture.
- To assess if measurement agreement persists during active vibrotactile feedback in PD patients and healthy adults.
Main Methods:
- Thirty-two participants (17 PD, 15 healthy) completed overground walking trials.
- Trials included no vibration, stance phase vibration, and swing phase vibration conditions.
- Linear mixed effects models analyzed 4790 strides for agreement metrics (ICC, CCC).
Main Results:
- Good agreement was found for stride length (ICC=0.894), stride time (ICC=0.853), and velocity (ICC=0.885).
- Moderate agreement was observed for double support time (ICC=0.752).
- Measurement agreement remained consistent across vibration conditions and between groups.
Conclusions:
- The NUSHU smart shoe system demonstrates acceptable validity for key gait parameters (stride length, time, velocity).
- The system maintains measurement consistency during active vibrotactile feedback.
- NUSHU is a viable tool for continuous, real-world gait monitoring in PD.
Keywords:
agreement analysisconcurrent validitygait monitoringhaptic feedbackmotion capturespatiotemporal gait parametersvibrotactile cueingwearable sensors
