Intractable apnoeic seizures in a child with a deletion typically associated with Williams syndrome
Bibliographic record
Abstract
Williams-Beuren syndrome is rarely associated with epilepsy. One previously reported case showed an association with apnoeic seizures while a few other cases showed an association with infantile epileptic spasms and generalized and focal seizures. We report the case of a 13-month-old boy with a deletion typically associated with Williams-Beuren syndrome, who presented with isolated apnoeic seizures which were refractory to multiple antiepileptic drugs but partially responsive to the ketogenic diet. The diagnosis was challenging due to a complex cardiac history, gastroesophageal reflux, and normal interictal EEG findings. This case highlights the importance of prolonged EEG monitoring in suspected cases of apnoeic seizures. Further, given the reported cases of unexplained sudden death in Williams-Beuren syndrome, this case raises the possibility of an association between apnoeic seizures and unexplained sudden death. [Published with video sequence on www.epilepticdisorders.com].
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| 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 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".