AI-Based Remote Test for Parkinson’s Disease Severity Shows Promise

By Michael Awood

September 17, 2023

People with Parkinson’s disease rarely receive proper care because of a lack of access to neurological care. In the US, about 40% of those aged 65 or older with PD do not receive care from a neurologist. Access is even more limited in developing regions. Experts suggest an AI-based method to measure Parkinson’s disease severity using a remote finger-tapping test.

Researchers developed a model that uses AI techniques to evaluate motor performance severity of patients. Through performing finger-tapping tasks at home, they analysed the patients with a webcam. A panel of experts and non-experts validated its features, which correlated strongly with the experts’ ratings.

This research shows that remote assessment of the finger-tapping task can be done with reliability. AI models have the potential to perform as well as clinicians and outperform non-specialists in assessing the task, according to the study. The model had an equal performance for all subgroups, suggesting its potential wide adoption in movement disorders.

The tool could enable longitudinal tracking of symptom progression, helping to fine-tune PD treatment. Clinical visits can use it to track PD progression and augment neurologists’ ability to analyze videos with digital biomarkers. In areas with a scarcity of neurologists, the tool could assess symptoms frequently and refer the patient to a neurologist if necessary.

However, the model was not without its limitations. Sometimes, it misclassified severity scores and showed poor accuracy. The model worked well in both high and low-quality videos, making it difficult to evaluate videos taken outside clinical settings. Researchers emphasised ethical considerations as data security, user privacy, and algorithmic bias. When introducing the tool in healthcare settings, these need reviewing.

The researchers also suggest future improvements. These included addressing the impact of tremors on finger-tapping, increasing the sample size, and balancing severity scores as a few improvements to the study.

 

Cover image taken from the research article

Reference url

Recent Posts

Egypt Hepatitis C Program
     

Egypt’s Hepatitis C Program: A Model for Africa’s Health Initiatives

🌍 How can Egypt’s hepatitis C elimination program inspire other African nations?

Discover how Egypt has set a powerful benchmark for public health excellence through its “100 million Healthier Lives” campaign, achieving Gold-tier certification from the WHO. This article looks into the training initiatives and regional collaboration that are paving the way for health improvements across the continent.

#SyenzaNews #GlobalHealth #HealthcareInnovation #Innovation #HealthForAll

Maturity Level 3 regulation
      

Maturity Level 3 in Medicines Regulation in Senegal and Rwanda

🌍 How do robust regulatory systems impact public health globally?

Senegal and Rwanda have made significant strides by achieving WHO Maturity Level 3 in medicines regulation, enhancing their capability to ensure safe and effective medical products. This accomplishment not only fortifies local health standards but also sets a benchmark for other nations to follow, promoting regional collaboration and economic benefits. Discover how this achievement will impact global health outcomes!

#SyenzaNews #globalhealth #regulatoryaffairs #MarketAccess #innovation

95-95-95 HIV targets
     

Advancing the 95-95-95 Targets: A Roadmap to End AIDS by 2030

🌍 How close are we to achieving the **95-95-95 HIV targets**?

Explore the latest insights from UNAIDS on the progress and strategic importance of these targets in ending the HIV/AIDS pandemic by 2030. The framework not only focuses on comprehensive testing and treatment but also emphasizes equity in healthcare access across all demographics.

Read more about how we can collectively strive for a future free from HIV/AIDS-related stigma and health inequities.

#SyenzaNews #GlobalHealth #HealthcareInnovation #Healthforall #FutureofHealthcare

When you partner with Syenza, it’s like a Nuclear Fusion.

Our expertise are combined with yours, and we contribute clinical expertise and advanced degrees in health policy, health economics, systems analysis, public finance, business, and project management. You’ll also feel our high-impact global and local perspectives with cultural intelligence.

SPEAK WITH US

CORRESPONDENCE ADDRESS

1950 W. Corporate Way, Suite 95478
Anaheim, CA 92801, USA

© 2024 Syenza™. All rights reserved.