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Predicting the Path: How Machine Learning Can Identify Subtypes of Epilepsy and Predict Disease Progression

Sarah F Muldoon1

  • 1Department of Mathematics, Institute for Artificial Intelligence and Data Science, Neuroscience Program, University at Buffalo.

Epilepsy Currents
|November 14, 2024
PubMed
Summary

No abstract available in PubMed .

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Epilepsy is a chronic neurological disease marked by recurrent, unpredictable seizures. These seizures are caused by abnormal electrical discharges in the brain, leading to behavior, sensation, or consciousness alterations. They can also cause transient impairment of awareness, interfering with daily activities.
Various factors can trigger epilepsy, including genetic factors, brain damage, metabolic causes, and unknown etiology. Diagnosis of epilepsy involves electroencephalography (EEG), which...
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Epilepsy is primarily characterized by unpredictable seizures, either provoked by an identifiable factor, such as injury or illness, or unprovoked, occurring spontaneously without apparent cause.
Seizures are typically classified into two main categories: focal and generalized seizures.
Focal Seizures
Focal seizures originate from specific regions of the brain. These seizures are further sub-classified into two types:
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