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 …

[HTML][HTML] The smartphone in medicine: a review of current and potential use among physicians and students

E Ozdalga, A Ozdalga, N Ahuja - Journal of medical Internet research, 2012 - jmir.org
Background: Advancements in technology have always had major impacts in medicine. The
smartphone is one of the most ubiquitous and dynamic trends in communication, in which …

Machine learning-based classification of simple drawing movements in Parkinson's disease

C Kotsavasiloglou, N Kostikis… - … Signal Processing and …, 2017 - Elsevier
This work explores the use of a pen-and-tablet device to study differences in hand
movement and muscle coordination between healthy subjects and Parkinson's disease …

A smartphone-based tool for assessing parkinsonian hand tremor

N Kostikis, D Hristu-Varsakelis… - IEEE journal of …, 2015 - ieeexplore.ieee.org
The aim of this study is to propose a practical smartphone-based tool to accurately assess
upper limb tremor in Parkinson's disease (PD) patients. The tool uses signals from the …

[HTML][HTML] Mobile phones in research and treatment: ethical guidelines and future directions

P Kassavetis, TA Saifee, G Roussos… - Movement disorders …, 2016 - Wiley Online Library
Background The natural fluctuation of motor symptoms of Parkinson's disease (PD) makes
judgement of any change challenging and the use of clinical scales such as the International …