A Comprehensive review on AI-enabled models for Parkinson's disease diagnosis

S Dixit, K Bohre, Y Singh, Y Himeur, W Mansoor… - Electronics, 2023 - mdpi.com
Parkinson's disease (PD) is a devastating neurological disease that cannot be identified with
traditional plasma experiments, necessitating the development of a faster, less expensive …

How wearable sensors can support Parkinson's disease diagnosis and treatment: a systematic review

E Rovini, C Maremmani, F Cavallo - Frontiers in neuroscience, 2017 - frontiersin.org
Background: Parkinson's disease (PD) is a common and disabling pathology that is
characterized by both motor and non-motor symptoms and affects millions of people …

Soft robotic apparel to avert freezing of gait in Parkinson's disease

J Kim, F Porciuncula, HD Yang, N Wendel, T Baker… - Nature medicine, 2024 - nature.com
Freezing of gait (FoG) is a profoundly disruptive gait disturbance in Parkinson's disease,
causing unintended stops while walking. Therapies for FoG reveal modest and transient …

Self-powered and self-functional cotton sock using piezoelectric and triboelectric hybrid mechanism for healthcare and sports monitoring

M Zhu, Q Shi, T He, Z Yi, Y Ma, B Yang, T Chen… - ACS nano, 2019 - ACS Publications
Wearable devices rely on hybrid mechanisms that possess the advantages of establishing a
smarter system for healthcare, sports monitoring, and smart home applications. Socks with …

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 …

Gait analysis using wearable sensors

W Tao, T Liu, R Zheng, H Feng - Sensors, 2012 - mdpi.com
Gait analysis using wearable sensors is an inexpensive, convenient, and efficient manner of
providing useful information for multiple health-related applications. As a clinical tool applied …

Freezing of gait: moving forward on a mysterious clinical phenomenon

JG Nutt, BR Bloem, N Giladi, M Hallett… - The Lancet …, 2011 - thelancet.com
Freezing of gait (FoG) is a unique and disabling clinical phenomenon characterised by brief
episodes of inability to step or by extremely short steps that typically occur on initiating gait …

An emerging era in the management of Parkinson's disease: wearable technologies and the internet of things

CF Pasluosta, H Gassner, J Winkler… - IEEE journal of …, 2015 - ieeexplore.ieee.org
Current challenges demand a profound restructuration of the global healthcare system. A
more efficient system is required to cope with the growing world population and increased …

Wearable-sensor-based detection and prediction of freezing of gait in Parkinson's disease: a review

S Pardoel, J Kofman, J Nantel, ED Lemaire - Sensors, 2019 - mdpi.com
Freezing of gait (FOG) is a serious gait disturbance, common in mid-and late-stage
Parkinson's disease, that affects mobility and increases fall risk. Wearable sensors have …

Multi-modal deep learning diagnosis of Parkinson's disease—a systematic review

V Skaramagkas, A Pentari… - … on Neural Systems …, 2023 - ieeexplore.ieee.org
Parkinson's Disease (PD) is among the most frequent neurological disorders. Approaches
that employ artificial intelligence and notably deep learning, have been extensively …