Machine learning in tremor analysis: critique and directions

A De, KP Bhatia, J Volkmann, R Peach… - Movement …, 2023 - Wiley Online Library
Tremor is the most frequent human movement disorder, and its diagnosis is based on
clinical assessment. Yet finding the accurate clinical diagnosis is not always straightforward …

Quantitative measurement of rigidity in Parkinson's disease: a systematic review

MR Ferreira-Sánchez, M Moreno-Verdú… - Sensors, 2020 - mdpi.com
Rigidity is one of the cardinal symptoms of Parkinson's disease (PD). Present in up 89% of
cases, it is typically assessed with clinical scales. However, these instruments show …

A dynamic and interoperable communication framework for controlling the operations of wearable sensors in smart healthcare applications

S Baskar, PM Shakeel, R Kumar… - Computer …, 2020 - Elsevier
In this manuscript, a dynamic and interoperable communication framework (DICF) for
regulating the operations of wearable healthcare devices is introduced. The framework is …

Automatic resting tremor assessment in Parkinson's disease using smartwatches and multitask convolutional neural networks

L Sigcha, I Pavón, N Costa, S Costa, M Gago, P Arezes… - Sensors, 2021 - mdpi.com
Resting tremor in Parkinson's disease (PD) is one of the most distinctive motor symptoms.
Appropriate symptom monitoring can help to improve management and medical treatments …

Wearable sensors for estimation of parkinsonian tremor severity during free body movements

MD Hssayeni, J Jimenez-Shahed, MA Burack… - Sensors, 2019 - mdpi.com
Tremor is one of the main symptoms of Parkinson's Disease (PD) that reduces the quality of
life. Tremor is measured as part of the Unified Parkinson Disease Rating Scale (UPDRS) …

[HTML][HTML] Remote assessments of hand function in neurological disorders: systematic review

A Gopal, WY Hsu, DD Allen, R Bove - JMIR rehabilitation and …, 2022 - rehab.jmir.org
Background Loss of fine motor skills is observed in many neurological diseases, and remote
monitoring assessments can aid in early diagnosis and intervention. Hand function can be …

Smartwatch for the analysis of rest tremor in patients with Parkinson's disease

R López-Blanco, MA Velasco… - Journal of the …, 2019 - Elsevier
Wearable technology used in Parkinson's disease (PD) research has become an increasing
focus of interest in this field. Our group assessed the feasibility, clinical correlation, reliability …

Wearable devices for assessment of tremor

B Vescio, A Quattrone, R Nisticò, M Crasà… - Frontiers in …, 2021 - frontiersin.org
Tremor is an impairing symptom associated with several neurological diseases. Some of
such diseases are neurodegenerative, and tremor characterization may be of help in …

Trends in technology usage for Parkinson's disease assessment: a systematic review

R Deb, G Bhat, S An, H Shill, UY Ogras - MedRxiv, 2021 - medrxiv.org
Parkinson's disease (PD) is a neurological disorder with complicated and disabling motor
and non-motor symptoms. The complexity of PD pathology is amplified further due to its …

Quantitative assessment of essential tremor based on machine learning methods using wearable device

C Ma, D Li, L Pan, X Li, C Yin, A Li, Z Zhang… - … Signal Processing and …, 2022 - Elsevier
Background Essential tremor (ET) is a progressive neurological disorder with characteristic
motor symptoms. Current clinical assessments are primarily based on expert consultation …