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ALJAZ Inside July 3, 2024

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A multimodal dataset of real world mobility activities in Parkinson's disease

Parkinson’s disease (PD) is a neurodegenerative disorder characterised by motor symptoms such as gait dysfunction and postural instability. Technological tools to continuously monitor outcomes could capture the hour-by-hour symptom fluctuations of PD. Development of such tools is hampered by the lack of labelled datasets from home settings. To this end, we propose REMAP (REal-world Mobility Activities in Parkinson’s disease), a human rater-labelled dataset collected in a home-like setting. It includes people with and without PD doing sit-to-stand transitions and turns in gait. These discrete activities are captured from periods of free-living (unobserved, unstructured) and during clinical assessments. The PD participants withheld their dopaminergic medications for a time (causing increased symptoms), so their activities are labelled as being “on” or “off” medications. Accelerometry from wrist-worn wearables and skeleton pose video data is included. W ....

Region Flamande , United States , New York , Bruxelles Capitale , Nordrhein Westfalen , Catalin Ionescu , International Conference On Image Processing , Association For Computing Machinery , Max Planck Institute For Psycholinguistics , Movement Disorders , Journal Of Medical Internet Research , International Conference On Computer Vision , Journal Of The American Geriatrics Society , International Conference On Pervasive Computing , Assistive Technology , Electronics Vision , International Conference On Communication Workshop , International Conference , International Conference On Cryptography , Application Services Healthcom , Neurological Research , International Conference On Informatics , International Conference On Imaging , International Conference On Bio , Communications Workshops , Engineering In Medicine Biology Society ,