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Seizure Forecasting: Patient and Caregiver Perspectives
Caitlin L Grzeskowiak1, Sonya B Dumanis1,2
1Epilepsy Foundation of America, Greater Landover, MD, United States.
Accurate seizure forecasting is becoming possible with new technology. The Epilepsy Foundation surveyed patients and caregivers to ensure seizure prediction tools meet community needs for daily life integration.
Area of Science:
- Neurology
- Biomedical Engineering
- Data Science
Background:
- Recent advancements in machine learning and EEG technology are enabling accurate seizure forecasting.
- Unpredictability of seizures significantly impacts the quality of life for individuals with epilepsy and their caregivers.
Purpose of the Study:
- To understand user needs and acceptance of seizure forecasting tools.
- To guide the development of personalized seizure prediction algorithms and products.
Main Methods:
- Analysis of survey data from individuals with epilepsy and caregivers conducted by the Epilepsy Foundation in 2021.
- Leveraging large-scale data curation and consumer wearable data for algorithm development.
Main Results:
- The 2016 survey highlighted unpredictability as a major challenge.
- The 2021 survey aims to gather insights on practical use-cases and user acceptance.
Conclusions:
- Community input is crucial for developing seizure forecasting tools that meet the needs of people living with epilepsy.
- Ensuring user acceptance and integration into daily life is paramount for successful seizure prediction technology.
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