An Eye-Tracking Toolkit for Evaluating Memory in Epilepsy Patients Público
Skodje, Thomas (Spring 2024)
Abstract
Epilepsy affects 50 million people worldwide and has profound implications in
many facets of everyday life. For example, learning can be impaired in people with
epilepsy, as children with the disease have a higher risk for learning disabilities. Eye tracking
has been shown to be an effective measure in both assessing and improving
memory in an academic setting. In this thesis, we focus on assessing memory, an
important aspect of learning. Specifically, we explore differences in memory performance
between neurotypical individuals and individuals with epilepsy within a task
that involves the addition of objects from a scene.
We created a task where participants watched a series of similar short videos.
Later, videos were replayed with the addition of certain objects that appeared in
earlier videos. Data analysis in python was done to calculate the duration of time a
participant spent looking at these added objects. An initial test-run of this toolkit
with neurotypical individuals shows the possibility of using a toolkit such as this to
assess memory. Our hope is that this toolkit can inform technologies that lead to
better learning outcomes for individuals with epilepsy.
Table of Contents
1 Introduction 1
2 Related Works 4
3 Methods 8
3.1 Recommended Method of Participant Recruitment . . . . . . . . . . . 8
3.2 Proposed Setting and Materials . . . . . . . . . . . . . . . . . . . . . 8
3.3 Toolkit: Defining AOIs and Data Analysis . . . . . . . . . . . . . . . 10
3.4 Proposed Procedure . . . . . . . . . . . . . . . . . . . . . . . . . . . . 12
4 Results 14
4.1 Results From Clinically Normal Volunteers . . . . . . . . . . . . . . . 14
4.2 Hypothesis for Future Experiments . . . . . . . . . . . . . . . . . . . 15
5 Conclusion 16
6 Code 19
Bibliography 20
About this Honors Thesis
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