P.103 Midline Spikes and Intractable Seizures in Pediatric Epilepsy
Bibliographic record
Abstract
Background: Epileptic discharges localized to the midline vertex are rare. However, they have been associated with intractable seizures and severe long-term consequences in the developing brain. Our study aimed to understand the etiology of pediatric midline seizures and define post-surgical seizure outcomes. Methods: We reviewed charts, electroencephalography (EEG), and neuroimaging studies of ten pediatric patients with epileptic discharges localized to the midline vertex in the Comprehensive Epilepsy Program. The seizures were classified according to the International League Against Epilepsy criteria, patient age, sex, neuroimaging results, seizure etiology and outcomes were obtained. Results: Age of seizure onset was within the first 10 years of life in 90% of patients, with focal seizures being the most prevalent. Focal cortical dysplasia (FCD) was the most common etiology present in 50% of patients. These children had normal neuroimaging studies and intractable epilepsy. However, seizure freedom was achieved following surgical resection of the epileptogenic zone. Conclusions: We demonstrated that patients with midline epileptic discharges are associated with intractable focal seizures and early seizure onset. Despite normal neuroimaging reports, FCD was the most common pathology. Thus our study suggests early localization and resection of the epileptogenic zone may be beneficial for achieving seizure freedom in children with this electroclinical syndrome.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".