Author

D. Martínez

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Review Open access Aug 2026

Seizure Onset Zone Localization in Drug-Resistant Epilepsy Using Self-Supervised Learning on Stereo-EEG

A self-supervised CNN--Transformer encoder that learns contact-level peri-ictal representations from 60-second superlet spectrograms through InfoNCE contrastive pretraining is developed that augments expert SEEG review and surfaces candidate contacts for re-review in poor-outcome cases.

H. Kumar, D. Martínez, G. P et al. · medRxiv · 0 citations

Open access Aug 2026

Retrospective study with long-term clinical follow-up of a cohort of patients with benign epileptiform variants on EEG.

Overall, Benign epileptiform variants lack pathological significance, although 6-Hz spike-and-wave bursts and small sharp spikes showed a stronger association with epilepsy and may be considered variants of uncertain significance warranting clinical follow-up.

Rosa Ana Saiz Díaz, S. B. Cuéllar, Jesús González de la Aleja Tejera et al. · Neurología · 0 citations