A mobile game for Parkinson's disease symptom detection
Parkinson’s Disease (PD) is a chronic disease where symptoms worsen over time. Early detection of the disease allows effective treatments and help to improve the patients’ daily lives. With a digital PD screening tool, it is useful for people to assess their condition easily at their convenience....
Saved in:
| Main Author: | |
|---|---|
| Other Authors: | |
| Format: | Final Year Project |
| Language: | English |
| Published: |
Nanyang Technological University
2023
|
| Subjects: | |
| Online Access: | https://hdl.handle.net/10356/171985 |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| Institution: | Nanyang Technological University |
| Language: | English |
| Summary: | Parkinson’s Disease (PD) is a chronic disease where symptoms worsen over time.
Early detection of the disease allows effective treatments and help to improve the
patients’ daily lives. With a digital PD screening tool, it is useful for people to assess
their condition easily at their convenience. This paper introduces a prototype which
aims to detect signs of PD from several segments on a mobile application. The
segments include audio recording, spiral drawing, trail making tests, and picture
recognition.
The prototype collects audio features and spiral drawings, and models were built to
assess users’ PD risk. The audio model achieved a 92.3% accuracy, and the spiral
image model attained an 83% accuracy.
In the future, collaborating with medical centres for data collection can improve the
models’ accuracy. |
|---|