Co-evolution of machine learning and digital technologies to improve monitoring of Parkinson's disease motor symptoms

AS Chandrabhatla, IJ Pomeraniec… - NPJ digital …, 2022 - nature.com
Parkinson's disease (PD) is a neurodegenerative disorder characterized by motor
impairments such as tremor, bradykinesia, dyskinesia, and gait abnormalities. Current …

Parkinson's disease management via wearable sensors: a systematic review

H Mughal, AR Javed, M Rizwan, AS Almadhor… - IEEE …, 2022 - ieeexplore.ieee.org
Wearable technology has played an essential role in the Mobile Health (mHealth) sector for
diagnosis, treatment, and rehabilitation of numerous diseases and disorders. One such …

Quantifying Parkinson's disease motor severity under uncertainty using MDS-UPDRS videos

M Lu, Q Zhao, KL Poston, EV Sullivan… - Medical image …, 2021 - Elsevier
Parkinson's disease (PD) is a brain disorder that primarily affects motor function, leading to
slow movement, tremor, and stiffness, as well as postural instability and difficulty with …

Prediction and detection of freezing of gait in Parkinson's disease from plantar pressure data using long short-term memory neural-networks

G Shalin, S Pardoel, ED Lemaire, J Nantel… - … of neuroengineering and …, 2021 - Springer
Background Freezing of gait (FOG) is a walking disturbance in advanced stage Parkinson's
disease (PD) that has been associated with increased fall risk and decreased quality of life …

Detection and assessment of Parkinson's disease based on gait analysis: A survey

Y Guo, J Yang, Y Liu, X Chen, GZ Yang - Frontiers in aging …, 2022 - frontiersin.org
Neurological disorders represent one of the leading causes of disability and mortality in the
world. Parkinson's Disease (PD), for example, affecting millions of people worldwide is often …

Objective measurement versus clinician-based assessment for Parkinson's disease

A Guerra, V D'Onofrio, F Ferreri… - Expert Review of …, 2023 - Taylor & Francis
Introduction Although clinician-based assessment through standardized clinical rating
scales is currently the gold standard for quantifying motor impairment in Parkinson's disease …

Recent trends and practices toward assessment and rehabilitation of neurodegenerative disorders: Insights from human gait

R Das, S Paul, GK Mourya, N Kumar… - Frontiers in …, 2022 - frontiersin.org
The study of human movement and biomechanics forms an integral part of various clinical
assessments and provides valuable information toward diagnosing neurodegenerative …

Toward objective monitoring of Parkinson's disease motor symptoms using a wearable device: wearability and performance evaluation of PDMonitor®

A Antonini, H Reichmann, G Gentile, M Garon… - Frontiers in …, 2023 - frontiersin.org
Parkinson's disease (PD) is characterized by a variety of motor and non-motor symptoms. As
disease progresses, fluctuations in the response to levodopa treatment may develop, along …

Recent trends in wearable device used to detect freezing of gait and falls in people with Parkinson's disease: A systematic review

T Huang, M Li, J Huang - Frontiers in aging neuroscience, 2023 - frontiersin.org
Background The occurrence of freezing of gait (FOG) is often observed in moderate to last-
stage Parkinson's disease (PD), leading to a high risk of falls. The emergence of the …

Future therapeutic strategies for freezing of gait in Parkinson's disease

CK Cui, SJG Lewis - Frontiers in Human Neuroscience, 2021 - frontiersin.org
Freezing of gait (FOG) is a common and challenging clinical symptom in Parkinson's
disease. In this review, we summarise the recent insights into freezing of gait and highlight …