The Contribution of Machine Learning in the Validation of Commercial Wearable Sensors for Gait Monitoring in Patients: A Systematic Review

A comparison of machine learning classifiers for smartphone-based gait analysis

(2021) Rosa Altilio et al.   MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING

It’s not about the capture, it’s about what we can learn”: a qualitative study of experts’ opinions and experiences regarding the use of wearable sensors to measure gait and physical activity

(2021) Alison Keogh et al.   Journal of NeuroEngineering and Rehabilitation

Updating guidance for reporting systematic reviews: development of the PRISMA 2020 statement

(2021) Matthew J Page et al.   JOURNAL OF CLINICAL EPIDEMIOLOGY

Comparison of gait characteristics between clinical and daily life settings in children with cerebral palsy

(2020) Lena Carcreff et al.   Scientific Reports

Design of a Machine Learning-Assisted Wearable Accelerometer-Based Automated System for Studying the Effect of Dopaminergic Medicine on Gait Characteristics of Parkinson’s Patients

(2020) Satyabrata Aich et al.   Journal of Healthcare Engineering

Soft sensor validation for monitoring and resilient control of sequential subway indoor air quality through memory-gated recurrent neural networks-based autoencoders

(2020) Jorge Loy-Benitez et al.   CONTROL ENGINEERING PRACTICE

Validity and reliability of wearable inertial sensors in healthy adult walking: a systematic review and meta-analysis

(2020) Dylan Kobsar et al.   Journal of NeuroEngineering and Rehabilitation

A wearable sensor identifies alterations in community ambulation in multiple sclerosis: contributors to real-world gait quality and physical activity

(2020) Shirley Shema-Shiratzky et al.   JOURNAL OF NEUROLOGY

Nonlinear dynamics and Poincaré sections to model gait impairments in different stages of Parkinson’s disease

(2020) P. A. Pérez-Toro et al.   NONLINEAR DYNAMICS

Validating wearable sensors using self‐reported instability among patients with knee osteoarthritis

(2020) Annalisa Na et al.   PM&R

Wearable Sensors Quantify Mobility in People With Lower Limb Amputation During Daily Life

(2020) Jay Kim et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Indirect measurement of anterior-posterior ground reaction forces using a minimal set of wearable inertial sensors: from healthy to hemiparetic walking

(2020) Dheepak Arumukhom Revi et al.   Journal of NeuroEngineering and Rehabilitation

Using a Motion Sensor to Categorize Nonspecific Low Back Pain Patients: A Machine Learning Approach

(2020) Masoud Abdollahi et al.   SENSORS

Smartphone Accelerometry: A Smart and Reliable Measurement of Real-Life Physical Activity in Multiple Sclerosis and Healthy Individuals

(2020) Yuyang Zhai et al.   Frontiers in Neurology

Succeeding with prolonged usage of consumer-based activity trackers in clinical studies: a mixed methods approach

(2020) André Henriksen et al.   BMC PUBLIC HEALTH

Machine learning from wristband sensor data for wearable, noninvasive seizure forecasting

(2020) Christian Meisel et al.   EPILEPSIA

Effect of walking speed during gait in water of healthy elderly

(2020) Silvia Fantozzi et al.   GAIT & POSTURE

Using wearable sensors to characterize gait after spinal cord injury: evaluation of test–retest reliability and construct validity

(2020) Jean-François Lemay et al.   SPINAL CORD

Toward accurate clinical spasticity assessment: Validation of movement speed and joint angle assessments using Smartphones and camera tracking

(2019) Megan Banky et al.   ARCHIVES OF PHYSICAL MEDICINE AND REHABILITATION

Validity and Reliability of Wearable Sensors for Joint Angle Estimation: A Systematic Review

(2019) Isabelle Poitras et al.   SENSORS

Validity of the Walked Distance Estimated by Wearable Devices in Stroke Individuals

(2019) Maxence Compagnat et al.   SENSORS

Development and Pilot Study of an iOS Smartphone Application for Perioperative Functional Capacity Assessment

(2019) Daniel S. Rubin et al.   ANESTHESIA AND ANALGESIA

Are Accelerometer-based Functional Outcome Assessments Feasible and Valid After Treatment for Lower Extremity Sarcomas?

(2019) Sherron Furtado et al.   CLINICAL ORTHOPAEDICS AND RELATED RESEARCH

Validity of wearable actimeter computation of total energy expenditure during walking in post-stroke individuals

(2019) M. Compagnat et al.   Annals of Physical and Rehabilitation Medicine

Developing a smartphone application, triaxial accelerometer-based, to quantify static and dynamic balance deficits in patients with cerebellar ataxias

(2019) Giuseppe Arcuria et al.   JOURNAL OF NEUROLOGY

Accelerometer‐Measured Hospital Physical Activity and Hospital‐Acquired Disability in Older Adults

(2019) Juliessa M. Pavon et al.   JOURNAL OF THE AMERICAN GERIATRICS SOCIETY

Long-Term Home-Monitoring Sensor Technology in Patients with Parkinson’s Disease—Acceptance and Adherence

(2019) Angela Botros et al.   SENSORS

Towards an Inertial Sensor-Based Wearable Feedback System for Patients after Total Hip Arthroplasty: Validity and Applicability for Gait Classification with Gait Kinematics-Based Features

(2019) Teufl et al.   SENSORS

Use of an instrumented dual-task timed up and go test in children with traumatic brain injury

(2019) Mark A. Newman et al.   GAIT & POSTURE

Wearable Sensor-Based Digital Biomarker to Estimate Chest Expansion During Sit-to-Stand Transitions–A Practical Tool to Improve Sternal Precautions in Patients Undergoing Median Sternotomy

(2019) Changhong Wang et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Is a Wearable Sensor-Based Characterisation of Gait Robust Enough to Overcome Differences Between Measurement Protocols? A Multi-Centric Pragmatic Study in Patients with Multiple Sclerosis

(2019) Lorenza Angelini et al.   SENSORS

Objective sensor-based gait measures reflect motor impairment in multiple sclerosis patients: Reliability and clinical validation of a wearable sensor device

(2019) Felix Flachenecker et al.   Multiple Sclerosis and Related Disorders

Efficacy of Mobile Health Care Application and Wearable Device in Improvement of Physical Performance in Colorectal Cancer Patients Undergoing Chemotherapy

(2018) In Yae Cheong et al.   Clinical Colorectal Cancer

NoCloud: Exploring Network Disconnection through On-Device Data Analysis

(2018) Reza Rawassizadeh et al.   IEEE PERVASIVE COMPUTING

IMPLEMENTATION OF A SMARTPHONE AS A WIRELESS ACCELEROMETER PLATFORM FOR QUANTIFYING HEMIPLEGIC GAIT DISPARITY IN A FUNCTIONALLY AUTONOMOUS CONTEXT

(2018) ROBERT LEMOYNE et al.   Journal of Mechanics in Medicine and Biology

Variables influencing wearable sensor outcome estimates in individuals with stroke and incomplete spinal cord injury: a pilot investigation validating two research grade sensors

(2018) Chandrasekaran Jayaraman et al.   Journal of NeuroEngineering and Rehabilitation

Trainer in a pocket - proof-of-concept of mobile, real-time, foot kinematics feedback for gait pattern normalization in individuals after stroke, incomplete spinal cord injury and elderly patients

(2018) Daniel Schließmann et al.   Journal of NeuroEngineering and Rehabilitation

The validity and reliability of consumer-grade activity trackers in older, community-dwelling adults: A systematic review

(2018) Nicola Straiton et al.   MATURITAS

Evaluation of smartphone-based testing to generate exploratory outcome measures in a phase 1 Parkinson's disease clinical trial

(2018) Florian Lipsmeier et al.   MOVEMENT DISORDERS

Points of Significance: Statistics versus machine learning

(2018) Danilo Bzdok et al.   NATURE METHODS

Measuring Gait Quality in Parkinson’s Disease through Real-Time Gait Phase Recognition

(2018) Ilaria Mileti et al.   SENSORS

Validation of Freezing-of-Gait Monitoring Using Smartphone

(2018) Han Byul Kim et al.   Telemedicine and e-Health

Design and Validation of a Biofeedback Device to Improve Heel-to-Toe Gait in Seniors

(2018) Abhishek Vadnerkar et al.   IEEE Journal of Biomedical and Health Informatics

Validation of Freezing-of-Gait Monitoring Using Smartphone

(2018) Han Byul Kim et al.   Telemedicine and e-Health

Recommendations for Assessment of the Reliability, Sensitivity, and Validity of Data Provided by Wearable Sensors Designed for Monitoring Physical Activity

(2018) Peter Düking et al.   JMIR mHealth and uHealth

Counting Steps in Activities of Daily Living in People With a Chronic Disease Using Nine Commercially Available Fitness Trackers: Cross-Sectional Validity Study

(2018) Darcy Ummels et al.   JMIR mHealth and uHealth

Wearable Health Devices—Vital Sign Monitoring, Systems and Technologies

(2018) Duarte Dias et al.   SENSORS

MEMS Inertial Sensors Based Gait Analysis for Rehabilitation Assessment via Multi-Sensor Fusion

(2018) Sen Qiu et al.   Micromachines

Wearable device-based walking programs in rural older adults can improve physical activity and health outcome: a feasibility study (Preprint)

(2018) Il-Young Jang et al.   JMIR mHealth and uHealth

Accuracy of Fitbit Devices: Systematic Review and Narrative Syntheses of Quantitative Data

(2018) Lynne M Feehan et al.   JMIR mHealth and uHealth

The transition between turning and sitting in patients with Parkinson's disease: A wearable device detects an unexpected sequence of events

(2018) Aner Weiss et al.   GAIT & POSTURE

Instrumental Assessment of Stair Ascent in People With Multiple Sclerosis, Stroke, and Parkinson’s Disease: A Wearable-Sensor-Based Approach

(2018) Ilaria Carpinella et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

ePhysio: A Wearables-Enabled Platform for the Remote Management of Musculoskeletal Diseases

(2018) Carlo Vallati et al.   SENSORS

A Real-Time Gait Event Detection for Lower Limb Prosthesis Control and Evaluation

(2017) H. F. Maqbool et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Monitoring of Gait Quality in Patients With Chronic Pain of Lower Limbs

(2017) Philippe Terrier et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Reliability, construct validity and determinants of 6-minute walk test performance in patients with chronic heart failure

(2017) Nicole H.M.K. Uszko-Lencer et al.   INTERNATIONAL JOURNAL OF CARDIOLOGY

Multi-sensor assessment of dynamic balance during gait in patients with subacute stroke

(2017) Elena Bergamini et al.   JOURNAL OF BIOMECHANICS

Wearable sensors to predict improvement following an exercise intervention in patients with knee osteoarthritis

(2017) Dylan Kobsar et al.   Journal of NeuroEngineering and Rehabilitation

Balance Problems and Fall Risks in the Elderly

(2017) Ramon Cuevas-Trisan   Physical Medicine and Rehabilitation Clinics of North America

Normal Changes in Gait and Mobility Problems in the Elderly

(2017) Maricarmen Cruz-Jimenez   Physical Medicine and Rehabilitation Clinics of North America

A machine learning approach for gait speed estimation using skin-mounted wearable sensors: From healthy controls to individuals with multiple sclerosis

(2017) Ryan S. McGinnis et al.   PLoS One

Analyzing Sensor-Based Time Series Data to Track Changes in Physical Activity during Inpatient Rehabilitation

(2017) Gina Sprint et al.   SENSORS

Wearable Sensors for Remote Health Monitoring

(2017) Sumit Majumder et al.   SENSORS

Predicting Pulmonary Function from Phone Sensors

(2017) Qian Cheng et al.   Telemedicine and e-Health

Evaluation of an mHealth-based Adjunct to Outpatient Cardiac Rehabilitation

(2017) Michael Del Rosario et al.   IEEE Journal of Biomedical and Health Informatics

Predicting Pulmonary Function from Phone Sensors

(2017) Qian Cheng et al.   Telemedicine and e-Health

A Mobile Kalman-Filter Based Solution for the Real-Time Estimation of Spatio-Temporal_newline Gait Parameters

(2016) Alberto Ferrari et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Reliability and validity of the inertial sensor-based Timed “Up and Go” test in individuals affected by stroke

(2016) Seline Wüest et al.   JOURNAL OF REHABILITATION RESEARCH AND DEVELOPMENT

Deep Convolutional and LSTM Recurrent Neural Networks for Multimodal Wearable Activity Recognition

(2016) Francisco Ordóñez et al.   SENSORS

Gait Monitoring for Early Neurological Disorder Detection Using Sensors in a Smartphone: Validation and a Case Study of Parkinsonism

(2016) Paweeya Raknim et al.   Telemedicine and e-Health

Sensor-based foot-mounted wearable system and pressure sensitive gait analysis

(2016) Slavko Rogan et al.   ZEITSCHRIFT FUR GERONTOLOGIE UND GERIATRIE

Gait Monitoring for Early Neurological Disorder Detection Using Sensors in a Smartphone: Validation and a Case Study of Parkinsonism

(2016) Paweeya Raknim et al.   Telemedicine and e-Health

Interactive Sensor-Based Balance Training in Older Cancer Patients with Chemotherapy-Induced Peripheral Neuropathy: A Randomized Controlled Trial

(2015) Michael Schwenk et al.   GERONTOLOGY

Systematic review of the validity and reliability of consumer-wearable activity trackers

(2015) Kelly R. Evenson et al.   International Journal of Behavioral Nutrition and Physical Activity

Walking Speed: The Functional Vital Sign

(2015) Addie Middleton et al.   JOURNAL OF AGING AND PHYSICAL ACTIVITY

Novel algorithm for a smartphone-based 6-minute walk test application: algorithm, application development, and evaluation

(2015) Nicole A Capela et al.   Journal of NeuroEngineering and Rehabilitation

Accelerometry-Based Gait Characteristics Evaluated Using a Smartphone and Their Association with Fall Risk in People with Chronic Stroke

(2015) Takuya Isho et al.   Journal of Stroke & Cerebrovascular Diseases

Accelerometry-Based Gait Characteristics Evaluated Using a Smartphone and Their Association with Fall Risk in People with Chronic Stroke

(2015) Takuya Isho et al.   Journal of Stroke & Cerebrovascular Diseases

Predicting Functional Independence Measure Scores During Rehabilitation With Wearable Inertial Sensors

(2015) Gina Sprint et al.   IEEE Access

An official European Respiratory Society/American Thoracic Society technical standard: field walking tests in chronic respiratory disease

(2014) Anne E. Holland et al.   EUROPEAN RESPIRATORY JOURNAL

Sensor-Derived Physical Activity Parameters Can Predict Future Falls in People with Dementia

(2014) Michael Schwenk et al.   GERONTOLOGY

The Relationship between Spatiotemporal Gait Asymmetry and Balance in Individuals with Chronic Stroke

(2014) Michael D. Lewek et al.   JOURNAL OF APPLIED BIOMECHANICS

Health Monitors for Chronic Disease by Gait Analysis with Mobile Phones

(2014) Joshua Juen et al.   Telemedicine and e-Health

Abnormal patterns of theta frequency oscillations during the temporal evolution of freezing of gait in Parkinson’s disease

(2013) J.M. Shine et al.   CLINICAL NEUROPHYSIOLOGY

Estimate of lower trunk angles in pathological gaits using gyroscope data

(2013) Eleni Grimpampi et al.   GAIT & POSTURE

The promise of wearable activity sensors to define patient recovery

(2013) Geoff Appelboom et al.   JOURNAL OF CLINICAL NEUROSCIENCE

Correlations Between Gait Speed, 6-Minute Walk Distance, Physical Activity, and Self-Efficacy in Patients With Severe Chronic Lung Disease

(2013) Z. S. DePew et al.   Respiratory Care

Validity of the Intelligent Device for Energy Expenditure and Activity Accelerometry System for Quantitative Gait Analysis in Patients With Hip Osteoarthritis

(2012) Julia F. Item-Glatthorn et al.   ARCHIVES OF PHYSICAL MEDICINE AND REHABILITATION

Is gait variability reliable in older adults and Parkinson's disease? Towards an optimal testing protocol

(2012) Brook Galna et al.   GAIT & POSTURE

Evaluation of a Wearable Body Monitoring Device During Treadmill Walking and Jogging in Patients With Fibromyalgia Syndrome

(2011) Diego Munguía-Izquierdo et al.   ARCHIVES OF PHYSICAL MEDICINE AND REHABILITATION

Validation of Wearable Monitors for Assessing Sedentary Behavior

(2011) SARAH KOZEY-KEADLE et al.   MEDICINE AND SCIENCE IN SPORTS AND EXERCISE

Reliability and Validity of Bilateral Ankle Accelerometer Algorithms for Activity Recognition and Walking Speed After Stroke

(2011) Bruce H. Dobkin et al.   STROKE

iTUG, a Sensitive and Reliable Measure of Mobility

(2010) Arash Salarian et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING