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

Author:

Mirelman Anat12ORCID,Ben Or Frank Mor1,Melamed Michal3,Granovsky Lena3,Nieuwboer Alice4ORCID,Rochester Lynn5,Del Din Silvia5,Avanzino Laura67,Pelosin Elisa67ORCID,Bloem Bastiaan R.8,Della Croce Ugo9,Cereatti Andrea910,Bonato Paolo11,Camicioli Richard12,Ellis Theresa13,Hamilton Jamie L.14,Hass Chris J.15,Almeida Quincy J.16ORCID,Inbal Maidan12,Thaler Avner12,Shirvan Julia17,Cedarbaum Jesse M.1819,Giladi Nir12,Hausdorff Jeffrey M.122021

Affiliation:

1. Laboratory for Early Markers Of Neurodegeneration (LEMON), Center for the Study of Movement, Cognition and Mobility Neurological Institute, Tel Aviv Medical Center Tel Aviv Israel

2. Sackler Faculty of Medicine and Sagol School of Neuroscience Tel Aviv University Tel Aviv Israel

3. Teva Pharmaceutical Industries Ltd. Netanya Israel

4. Department of Rehabilitation Science KU Leuven, Neuromotor Rehabilitation Research Group Leuven Belgium

5. Institute of Neuroscience, Newcastle University Institute for Ageing, Newcastle University Newcastle upon Tyne UK

6. Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics and Maternal Child Health (DINOGMI) University of Genoa Genoa Italy

7. IRCCS Policlinico San Martino Teaching Hospital Genoa Italy

8. Department of Neurology Radboud University Medical Center; Donders Institute for Brain, Cognition and Behavior Nijmegen The Netherlands

9. Department of Biomedical Sciences University of Sassari Sassari Italy

10. Department of Electronics and Telecommunications Politecnico di Torino Turin Italy

11. Department of Physical Medicine & Rehabilitation Harvard Medical School Boston Massachusetts USA

12. Department of Medicine University of Alberta Edmonton Alberta Canada

13. Department of Physical Therapy & Athletic Training Boston University Boston Massachusetts USA

14. Michael J. Fox Foundation for Parkinson's Research New York New York USA

15. College of Health & Human Performance, Applied Physiology and Kinesiology University of Florida Gainesville Florida USA

16. Movement Disorders Research & Rehabilitation Centre Wilfrid Laurier University Waterloo Canada

17. Biogen Cambridge Massachusetts USA

18. Coeruleus Clinical Sciences Woodbridge Connecticut USA

19. Yale University School of Medicine New Haven Connecticut USA

20. Department of Physical Therapy Tel Aviv University Tel Aviv Israel

21. Department of Orthopedic Surgery, Rush Alzheimer's Disease Center Rush University Medical Center Chicago Illinois USA

Funder

Biogen

Michael J. Fox Foundation for Parkinson's Research

Publisher

Wiley

Subject

Neurology (clinical),Neurology

Reference50 articles.

1. The new normal in clinical trials: decentralized studies;Dorsey ER;Ann Neurol,2020

2. Analysis of big data in gait biomechanics: current trends and future directions;Phinyomark A;J Med Biol Eng,2018

3. Deep learning for freezing of gait detection in Parkinson's disease patients in their homes using a waist‐worn inertial measurement unit;Camps J;Knowl Based Syst,2018

4. Sensor‐based gait parameter extraction with deep convolutional neural networks;Hannink J;IEEE J Biomed Health Inform,2017

5. Analysis of free‐living gait in older adults with and without Parkinson's disease and with and without a history of falls: identifying generic and disease specific characteristics;Del DS;J Gerontol A Biol Sci Med Sci,2017

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