Cargando…

Identification of motor progression in Parkinson’s disease using wearable sensors and machine learning

Wearable devices offer the potential to track motor symptoms in neurological disorders. Kinematic data used together with machine learning algorithms can accurately identify people living with movement disorders and the severity of their motor symptoms. In this study we aimed to establish whether a...

Descripción completa

Detalles Bibliográficos
Autores principales:	Sotirakis, Charalampos, Su, Zi, Brzezicki, Maksymilian A., Conway, Niall, Tarassenko, Lionel, FitzGerald, James J., Antoniades, Chrystalina A.
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Nature Publishing Group UK 2023
Materias:	Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10560243/ https://www.ncbi.nlm.nih.gov/pubmed/37805655 http://dx.doi.org/10.1038/s41531-023-00581-2

Ejemplares similares

Antiparkinsonian medication masks motor signal progression in de novo patients()
por: Brzezicki, Maksymilian A., et al.
Publicado: (2023)

Longitudinal Monitoring of Progressive Supranuclear Palsy using Body‐Worn Movement Sensors
por: Sotirakis, Charalampos, et al.
Publicado: (2022)

Strategy Adherence: A Specific and Rapidly Progressive Deficit in Progressive Supranuclear Palsy
por: Brzezicki, Maksymilian A., et al.
Publicado: (2021)

Quantifying Motor Impairment in Movement Disorders
por: FitzGerald, James J., et al.
Publicado: (2018)

Oculomotor deficits in Parkinson's disease: Increasing sensitivity using multivariate approaches
por: Bredemeyer, Oliver, et al.
Publicado: (2022)

Parkinson’s disease deficits in time perception to auditory as well as visual stimuli – A large online study
por: Su, Zi H., et al.
Publicado: (2022)

Longitudinal changes of early motor and cognitive symptoms in progressive supranuclear palsy: the OxQUIP study
por: Pereira, Marta F, et al.
Publicado: (2022)

Deep Brain Stimulation: Eye Movements Reveal Anomalous Effects of Electrode Placement and Stimulation
por: Antoniades, Chrystalina A., et al.
Publicado: (2012)

Effects of Deep Brain Stimulation on Eye Movements and Vestibular Function
por: Shaikh, Aasef G., et al.
Publicado: (2018)

Machine Learning and Wearable Sensors for the Early Detection of Balance Disorders in Parkinson’s Disease
por: Castelli Gattinara Di Zubiena, Francesco, et al.
Publicado: (2022)

Feasibility of a wearable inertial sensor to assess motor complications and treatment in Parkinson’s disease
por: Caballol, Nuria, et al.
Publicado: (2023)

Wearable Electrochemical Sensors in Parkinson’s Disease
por: Asci, Francesco, et al.
Publicado: (2022)

Identification of Characteristic Motor Patterns Preceding Freezing of Gait in Parkinson’s Disease Using Wearable Sensors
por: Palmerini, Luca, et al.
Publicado: (2017)

Non-motor correlates of wrist-worn wearable sensor use in Parkinson’s disease: an exploratory analysis
por: van Wamelen, Daniel J., et al.
Publicado: (2019)

Overview on wearable sensors for the management of Parkinson’s disease
por: Moreau, Caroline, et al.
Publicado: (2023)

Enabling precision rehabilitation interventions using wearable sensors and machine learning to track motor recovery
por: Adans-Dester, Catherine, et al.
Publicado: (2020)

ARMIA: A Sensorized Arm Wearable for Motor Rehabilitation
por: Garcia, Gabriel J., et al.
Publicado: (2022)

Letter to the Editor Regarding: Practical Treatment of Lewy Body Disease in the Clinic: Patient and Physician Perspectives
por: Brzezicki, Maksymilian Aleksander, et al.
Publicado: (2018)

Analytical and clinical validity of wearable, multi-sensor technology for assessment of motor function in patients with Parkinson’s disease in Japan
por: Oyama, Genko, et al.
Publicado: (2023)

Large-Scale Wearable Sensor Deployment in Parkinson’s Patients: The Parkinson@Home Study Protocol
por: Silva de Lima, Ana Lígia, et al.
Publicado: (2016)

Rapid detection of internalizing diagnosis in young children enabled by wearable sensors and machine learning
por: McGinnis, Ryan S., et al.
Publicado: (2019)

Wearable sensors objectively measure gait parameters in Parkinson’s disease
por: Schlachetzki, Johannes C. M., et al.
Publicado: (2017)

A real-world study of wearable sensors in Parkinson’s disease
por: Adams, Jamie L., et al.
Publicado: (2021)

Stress Monitoring Using Machine Learning, IoT and Wearable Sensors
por: Al-Atawi, Abdullah A., et al.
Publicado: (2023)

Feasibility of large-scale deployment of multiple wearable sensors in Parkinson's disease
por: Silva de Lima, Ana Lígia, et al.
Publicado: (2017)

Wearability Testing of Ambulatory Vital Sign Monitoring Devices: Prospective Observational Cohort Study
por: Areia, Carlos, et al.
Publicado: (2020)

A Comparison of Change Blindness in Real-World and On-Screen Viewing of Museum Artefacts
por: Attwood, Jonathan E., et al.
Publicado: (2018)

Detecting Falls with Wearable Sensors Using Machine Learning Techniques
por: Özdemir, Ahmet Turan, et al.
Publicado: (2014)

Wearable triboelectric sensors for biomedical monitoring and human-machine interface
por: Pu, Xianjie, et al.
Publicado: (2021)

A Perspective on Wearable Sensor Measurements and Data Science for Parkinson’s Disease
por: Matias, Ricardo, et al.
Publicado: (2017)

A Multi-Sensor Wearable System for the Quantitative Assessment of Parkinson’s Disease
por: Zhang, Han, et al.
Publicado: (2020)

Home‐based monitoring of falls using wearable sensors in Parkinson's disease
por: Silva de Lima, Ana Lígia, et al.
Publicado: (2019)

Foot Pressure Wearable Sensors for Freezing of Gait Detection in Parkinson’s Disease
por: Marcante, Andrea, et al.
Publicado: (2020)

Recognition of freezing of gait in Parkinson’s disease based on combined wearable sensors
por: Ren, Kang, et al.
Publicado: (2022)

mHealth and wearable technology should replace motor diaries to track motor fluctuations in Parkinson’s disease
por: Erb, M. Kelley, et al.
Publicado: (2020)

Prediction of Freezing of Gait in Parkinson’s Disease Using Wearables and Machine Learning
por: Borzì, Luigi, et al.
Publicado: (2021)

Letter Regarding “How to Manage Head Injury With COVID-19 Pneumonitis On Mars? Rare But High Impact Complex Medical Emergencies In Space”
por: Brzezicki, Maksymilian A., et al.
Publicado: (2021)

Toward objective monitoring of Parkinson's disease motor symptoms using a wearable device: wearability and performance evaluation of PDMonitor(®)
por: Antonini, Angelo, et al.
Publicado: (2023)

Diurnal rhythmicity of wearable device-measured wrist temperature predicts future disease incidence in the UK Biobank
por: Skarke, Carsten, et al.
Publicado: (2023)

Experiences of current vital signs monitoring practices and views of wearable monitoring: A qualitative study in patients and nurses
por: Areia, Carlos, et al.
Publicado: (2021)

Cannot write session to /tmp/vufind_sessions/sess_bm1klg4s2fumt2jtd0ksrq1b3v