Post-Partum Seizure from Subdural Hematoma Secondary to Cerebrospinal Fluid Leak Following Epidural Anesthesia
Bibliographic record
Abstract
Headaches in the post-partum period are common, while new seizures are not. While many causes of post-partum headache are benign, it can be difficult to determine which patients warrant a more comprehensive workup to investigate for serious causes, which may only present later with neurologic sequelae such as new seizures. We suggest that persistent post-dural puncture headaches in the context of intrapartum epidural anesthesia can be suggestive of a serious cause such as intracranial hypotension or subdural hematoma. We describe a case of a 28-year-old G1P1 female presenting with a first-time seizure at 19 days post-partum caused by subdural hematoma from a persistent cerebrospinal fluid leak. This was in the context of a history of typical post-dural puncture headache following delivery.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.001 |
| 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 teacher head, 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".