Clustering and Identification of Parkinson’s Disease Severity Subtypes Using Multimodal Data and Machine Learning Approaches
Objective: This study aimed to classify Parkinson’s disease (PD) severity subtypes by integrating objective multimodal data with machine learning (ML) techniques. We applied unsupervised clustering…Static Posturography Changes Following Unilateral MRI-Guided High Frequency Focused Ultrasound Thalamotomy – case series
Objective: To study the effects of MRI-guided High Frequency Focused Ultrasound on Center of Pressure measurements obtained using force plates. Background: MRI-Guided High Frequency Focused Ultrasound…Spatiotemporal Gait Norms in Essential Tremor
Objective: The purpose of this study is to establish gait references in a large cohort of essential tremor (ET) patients. We analyzed the spatial temporal…“Magic carpet for freezing of gait ” Evaluating a combination of patterned and pictographic visual cues.
Objective: To devise a portable skid free mat bearing a combination of patterned and pictographic visual cues for freezing of gait. Background: Freezing of gait…Privacy and Personalisation: Predicting Parkinson’s Severity with Federated Learning
Objective: To improve privacy and personalisation for artificial intelligence (AI), this work compared federated learning (FL) to a conventional, centralised system for predicting Movement Disorder…Can Wearable Inertial Sensors Accurately Reflect Parkinson’s Disease Severity? A Systematic Review and Meta-Analysis
Objective: To evaluate the ability of inertial measurement units (IMUs) in detecting the severity of motor symptoms in Parkinson’s disease (PD) by examining the relationship…Automatic quantification of motor symptoms including freezing of gait in Parkinson’s disease through motion capture
Objective: The aim of this study was to quantify the motor symptoms of Parkinson's disease (PD), including freezing of gait, using a motion capture device.…The effect of vortioxetine and mirtazapine on levodopa-induced dyskinesia in a rat model of Parkinson’s disease
Objective: To investigate the effect of vortioxetine and mirtazapine on levodopa-induced dyskinesia (LID) in a rat model of Parkinson’s disease (PD), we analyzed abnormal involuntary movements (AIMs)…Motor Onset of Parkinson’s disease: the proximal limbs are first
Objective: To determine if proximal body parts are more affected than distal body parts at the clinical onset of Parkinson’s disease (PD). Background: Motor features…Predicting Disease Severity in Friedreich’s Ataxia through Wearable Monitoring and Machine Learning.
Objective: Develop and validate a wearable-based solution for tracking motor function in Friedreich ataxia (FRDA). Background: FRDA is an autosomal recessive neurodegenerative disorder causing progressive…
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