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Machine Vision Based MDS-UPDRS III Machine Rating

Shanghai Jiao Tong University logo

Shanghai Jiao Tong University

Status

Enrolling

Conditions

Parkinsonian Disorders
Machine Learning

Treatments

Other: video recording

Study type

Observational

Funder types

Other

Identifiers

Details and patient eligibility

About

The Movement Disorders Society (MDS) Unified Parkinson's Disease Rating Scale (UPDRS) Part III (MDS-UPDRS III) is the primary assessment method for motor symptoms in Parkinson's disease patients. Currently, movement disorder specialists conduct semi-quantitative scoring, which entails limitations such as subjectivity, weak sensitivity, and a limited number of professional physicians. This study, based on machine vision, establishes gold standard labels according to expert scoring. By using machine learning, we develop a machine rating model and compare the model's performance with gold standard rating and general clinical rating to investigate the accuracy of machine vision-based MDS-UPDRS III machine rating.

Enrollment

871 estimated patients

Sex

All

Ages

20 to 80 years old

Volunteers

No Healthy Volunteers

Inclusion criteria

  • Meeting the diagnostic criteria for Parkinsonism established by the International Movement Disorder Society: having bradykinesia, and meeting at least one of the two criteria for resting tremor or muscle rigidity
  • 20 to 80 years old
  • Good compliance, voluntarily joining the study, and able to sign an informed consent form or have it signed by a legal representative

Exclusion criteria

  • Significant cognitive impairment (MMSE ≤ 23)
  • Unable to sign written informed consent or unable to complete the trial due to other reasons
  • Other situations in which the researcher deems the participant unsuitable for this study
  • Participation in other clinical trials

Trial contacts and locations

8

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Central trial contact

Lun Liu, MD,PhD

Data sourced from clinicaltrials.gov

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