Detecting Sensitive Mobility Features for Parkinson's Disease Stages Via Machine Learning

Long-term unsupervised mobility assessment in movement disorders

(2020) Elke Warmerdam et al.   LANCET NEUROLOGY

Tossing and Turning in Bed: Nocturnal Movements in Parkinson's Disease

(2020) Anat Mirelman et al.   MOVEMENT DISORDERS

The impact of freezing of gait on functional dependency in Parkinson’s disease with regard to motor phenotype

(2020) Diego Santos-García et al.   NEUROLOGICAL SCIENCES

The detection of age groups by dynamic gait outcomes using machine learning approaches

(2020) Yuhan Zhou et al.   Scientific Reports

The New Normal in Clinical Trials: Decentralized Studies

(2020) E. Ray Dorsey et al.   ANNALS OF NEUROLOGY

Associations between daily-living physical activity and laboratory-based assessments of motor severity in patients with falls and Parkinson's disease

(2019) Irina Galperin et al.   PARKINSONISM & RELATED DISORDERS

A roadmap for implementation of patient‐centered digital outcome measures in Parkinson's disease obtained using mobile health technologies

(2019) Alberto J. Espay et al.   MOVEMENT DISORDERS

Potential Markers of Progression in Idiopathic Parkinson’s Disease Derived From Assessment of Circular Gait With a Single Body-Fixed-Sensor: A 5 Year Longitudinal Study

(2019) M. Encarna Micó-Amigo et al.   Frontiers in Human Neuroscience

Is every-day walking in older adults more analogous to dual-task walking or to usual walking? Elucidating the gaps between gait performance in the lab and during 24/7 monitoring

(2019) Inbar Hillel et al.   European Review of Aging and Physical Activity

Gait impairments in Parkinson's disease

(2019) Anat Mirelman et al.   LANCET NEUROLOGY

Dual vs. Single Tasking During Circular Walking: What Better Reflects Progression in Parkinson's Disease?

(2019) M. Encarna Micó-Amigo et al.   Frontiers in Neurology

Subtle gait and balance impairments occur in idiopathic rapid eye movement sleep behavior disorder

(2019) Kaylena A. Ehgoetz Martens et al.   MOVEMENT DISORDERS

Selecting Clinically Relevant Gait Characteristics for Classification of Early Parkinson’s Disease: A Comprehensive Machine Learning Approach

(2019) Rana Zia Ur Rehman et al.   Scientific Reports

Deep learning for freezing of gait detection in Parkinson’s disease patients in their homes using a waist-worn inertial measurement unit

(2018) Julià Camps et al.   KNOWLEDGE-BASED SYSTEMS

Integration of technology-based outcome measures in clinical trials of Parkinson and other neurodegenerative diseases

(2018) Carlo Alberto Artusi et al.   PARKINSONISM & RELATED DISORDERS

The transition between turning and sitting in patients with Parkinson's disease: A wearable device detects an unexpected sequence of events

(2018) Aner Weiss et al.   GAIT & POSTURE

Gait analysis and clinical correlations in early Parkinson�s disease

(2017) Michele Pistacchi   FUNCTIONAL NEUROLOGY

Analysis of Big Data in Gait Biomechanics: Current Trends and Future Directions

(2017) Angkoon Phinyomark et al.   Journal of Medical and Biological Engineering

Assessing Timed Up and Go in Parkinson’s disease: Reliability and validity of Timed Up and Go Assessment of biomechanical strategies

(2017) B Silva et al.   JOURNAL OF REHABILITATION MEDICINE

Sensor-Based Gait Parameter Extraction With Deep Convolutional Neural Networks

(2017) Julius Hannink et al.   IEEE Journal of Biomedical and Health Informatics

A Novel Method to Detect Functional microRNA Regulatory Modules by Bicliques Merging

(2016) Cheng Liang et al.   IEEE-ACM Transactions on Computational Biology and Bioinformatics

The quality of turning in Parkinson’s disease: a compensatory strategy to prevent postural instability?

(2016) Sabato Mellone et al.   Journal of NeuroEngineering and Rehabilitation

Addition of a non-immersive virtual reality component to treadmill training to reduce fall risk in older adults (V-TIME): a randomised controlled trial

(2016) Anat Mirelman et al.   LANCET

Arm swing as a potential new prodromal marker of Parkinson's disease

(2016) Anat Mirelman et al.   MOVEMENT DISORDERS

Subliminal gait initiation deficits in rapid eye movement sleep behavior disorder: A harbinger of freezing of gait?

(2016) Laila Alibiglou et al.   MOVEMENT DISORDERS

Unmasking levodopa resistance in Parkinson's disease

(2016) Jorik Nonnekes et al.   MOVEMENT DISORDERS

MDS clinical diagnostic criteria for Parkinson's disease

(2015) Ronald B. Postuma et al.   MOVEMENT DISORDERS

Balance Dysfunction in Parkinson’s Disease

(2015) Steno Rinalduzzi et al.   Biomed Research International

Effects of Aging on Arm Swing during Gait: The Role of Gait Speed and Dual Tasking

(2015) Anat Mirelman et al.   PLoS One

Is reduced arm and leg swing in Parkinson's disease associated with rigidity or bradykinesia?

(2014) Kyum-Yil Kwon et al.   JOURNAL OF THE NEUROLOGICAL SCIENCES

Progression of gait dysfunction in incident Parkinson's disease: Impact of medication and phenotype

(2014) Brook Galna et al.   MOVEMENT DISORDERS

A study of subtle motor signs in early Parkinson's disease

(2012) Susanne A. Schneider et al.   MOVEMENT DISORDERS

Gait alterations in healthy carriers of the LRRK2 G2019S mutation

(2011) Anat Mirelman et al.   ANNALS OF NEUROLOGY

Arm swing magnitude and asymmetry during gait in the early stages of Parkinson's disease

(2009) Michael D. Lewek et al.   GAIT & POSTURE