Applications of machine learning to diagnosis and treatment of neurodegenerative diseases
MA Myszczynska, PN Ojamies, AMB Lacoste… - Nature reviews …, 2020 - nature.com
Globally, there is a huge unmet need for effective treatments for neurodegenerative
diseases. The complexity of the molecular mechanisms underlying neuronal degeneration …
diseases. The complexity of the molecular mechanisms underlying neuronal degeneration …
[HTML][HTML] Remote assessments of hand function in neurological disorders: systematic review
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 …
monitoring assessments can aid in early diagnosis and intervention. Hand function can be …
Older age relates to worsening of fine motor skills: a population-based study of middle-aged and elderly persons
YY Hoogendam, F van der Lijn, MW Vernooij… - Frontiers in aging …, 2014 - frontiersin.org
Introduction: In a population-based study of 1,912 community-dwelling persons of 45 years
and older, we investigated the relation between age and fine motor skills using the …
and older, we investigated the relation between age and fine motor skills using the …
A low-cost vision system based on the analysis of motor features for recognition and severity rating of Parkinson's Disease
Background Assessment and rating of Parkinson's Disease (PD) are commonly based on
the medical observation of several clinical manifestations, including the analysis of motor …
the medical observation of several clinical manifestations, including the analysis of motor …
Tremor-related feature engineering for machine learning based Parkinson's disease diagnostics
Growing research interest has arisen towards the possibility to automatically discriminate
between the patients with neurodegenerative disease and healthy controls based on the …
between the patients with neurodegenerative disease and healthy controls based on the …
Motor signs in the prodromal phase of Parkinson's disease
W Maetzler, JM Hausdorff - Movement Disorders, 2012 - Wiley Online Library
Relatively subtle deterioration of the motor system likely occurs well before the patient meets
established motor criteria for a clinical diagnosis of Parkinson's disease; ie, the occurrence …
established motor criteria for a clinical diagnosis of Parkinson's disease; ie, the occurrence …
The relevance of the cross-wavelet transform in the analysis of human interaction–a tutorial
This article sheds light on a quantitative method allowing psychologists and behavioral
scientists to take into account the specific characteristics emerging from the interaction …
scientists to take into account the specific characteristics emerging from the interaction …
Automatic spiral analysis for objective assessment of motor symptoms in Parkinson's disease
A challenge for the clinical management of advanced Parkinson's disease (PD) patients is
the emergence of fluctuations in motor performance, which represents a significant source of …
the emergence of fluctuations in motor performance, which represents a significant source of …
[HTML][HTML] A smartphone-based system to quantify dexterity in Parkinson's disease patients
Objectives The aim of this paper is to investigate whether a smartphone-based system can
be used to quantify dexterity in Parkinson's disease (PD). More specifically, the aim was to …
be used to quantify dexterity in Parkinson's disease (PD). More specifically, the aim was to …
A treatment-response index from wearable sensors for quantifying Parkinson's disease motor states
The goal of this study was to develop an algorithm that automatically quantifies motor states
(off, on, dyskinesia) in Parkinson's disease (PD), based on accelerometry during a hand …
(off, on, dyskinesia) in Parkinson's disease (PD), based on accelerometry during a hand …