Machine Vision Based MDS-UPDRS III Machine Rating
- Conditions
- Parkinsonian DisordersMachine Learning
- Registration Number
- NCT05906719
- Lead Sponsor
- Ruijin Hospital
- Brief Summary
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.
- Detailed Description
Not available
Recruitment & Eligibility
- Status
- RECRUITING
- Sex
- All
- Target Recruitment
- 871
- 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
- Significant cognitive impairment (MMSE β€ 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
Study & Design
- Study Type
- OBSERVATIONAL
- Study Design
- Not specified
- Primary Outcome Measures
Name Time Method Lin's CCC of machine rating vs gold standard rating 1 day The Lin's Concordance Correlation Coefficient when machine rating equals gold standard rating.
ACC0 of machine rating vs gold standard rating 1 day The accuracy rate when machine rating equals gold standard rating.
ACC1 of machine rating vs gold standard rating 1 day The accuracy rate when machine rating equals the range of gold standard rating plus or minus one.
Weighted kappa of machine rating vs gold standard rating 1 day The weighted kappa when machine rating equals gold standard rating.
- Secondary Outcome Measures
Name Time Method Accuracy rate of machine rating vs general clinical rating 1 day Comparing the absolute residuals between machine rating and the gold standard rating with the absolute residuals between general clinical raitng and the gold standard rating.
Accuracy rate of machine facilitated rating vs general clinical rating 1 day Comparing the absolute residuals between machine facilitated rating and the gold standard rating with the absolute residuals between general clinical raitng and the gold standard rating.
Trial Locations
- Locations (8)
Center for Movement Disorders, Department of Neurology, Beijing Tiantan Hospital, Capital Medical University
π¨π³Beijing, Beijing, China
Beijing Hospital, Neurology Department
π¨π³Beijing, Beijing, China
Department of Neurology, Guangdong Neuroscience Institute, Guangdong General Hospital, Guangdong Academy of Medical Sciences
π¨π³Guangzhou, Guangdong, China
Department of Neurology, Fujian Medical University Union Hospital
π¨π³Fuzhou, Fujian, China
Department of Neurology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology
π¨π³Wuhan, Hubei, China
Department of Neurology and Clinical Research Center of Neurological Disease, The Second Affiliated Hospital of Soochow University
π¨π³Suzhou, Jiangsu, China
Department of Neurology and Institute of Neurology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine
π¨π³Shanghai, Shanghai, China
Department of Neurology, West China Hospital, Sichuan University
π¨π³Chengdu, Sichuan, China