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Convolutional Neural Network Algorithm to Determine Lateralization of Seizure Onset in Patients With Epilepsy

2023; Lippincott Williams & Wilkins; Volume: 101; Issue: 3 Linguagem: Inglês

10.1212/wnl.0000000000207411

1526-632X

Erik Kaestner, Jun Rao, Allen J. Chang, Irène Wang, Robyn M. Busch, Simon S. Keller, Theodor Rüber, Daniel L. Drane, Travis Stoub, Ezequiel Gleichgerrcht, Leonardo Bonilha, Kyle Hasenstab, Carrie R. McDonald,

Neonatal and fetal brain pathology

A new frontier in diagnostic radiology is the inclusion of machine-assisted support tools that facilitate the identification of subtle lesions often not visible to the human eye. Structural neuroimaging plays an essential role in the identification of lesions in patients with epilepsy, which often coincide with the seizure focus. In this study, we explored the potential for a convolutional neural network (CNN) to determine lateralization of seizure onset in patients with epilepsy using T1-weighted structural MRI scans as input.