Gamma Knife Surgery for Refractory Insular Cortex Epilepsy
Why this work is in the frame
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Bibliographic record
Abstract
BACKGROUND: Resection of the epileptogenic insular cortex is surgically challenging. We sought to evaluate the potential of Gamma Knife surgery (GKS) for the treatment of pharmacoresistant insular cortex epilepsy (ICE) in patients who underwent GKS between 2005 and 2010. Adverse events and effects on seizure frequency were assessed. METHODS: Three cases of refractory ICE were treated by GKS between 2005 and 2010. RESULTS: Case 1 had refractory nonlesional ICE, proven by depth electrodes only partially helped by a left posterior insulectomy. Case 2 had refractory ICE due to a left insular cavernoma. Case 3 had refractory ICE, confirmed by an invasive study but complicated by transient dysphasia from contusion of Wernicke's area. The marginal and maximum radiation doses delivered were 20 and 40 Gy, respectively. Treatment volume ranged from 1.2 to 3.2 cm3. Two out of 3 patients experienced significant seizure reduction and the third had a worthwhile improvement (follow-up 30-76 months). Complete antiepileptic drug withdrawal was un-fortunately not possible. Complications included transient lightheadedness and new-onset seizures responsive to medical treatment, both in the same patient. CONCLUSION: GKS is a promising technique for selected drug-resistant ICE patients. Additional observations are necessary.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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) | 0.001 | 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 it