Development of Dural Arteriovenous Fistulas After Cerebral Venous Sinus Thrombosis
Why this work is in the frame
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Bibliographic record
Abstract
A 57-year-old man presented with papilledema due to partially recanalized dural sinus thrombosis and was treated with anticoagulation and acetazolamide. One year after treatment and resolution of his symptoms, he had an increase in his optic disc edema accompanied by headaches. Subsequent neuroimaging indicated development of arteriovenous fistulas resulting in cortical and deep venous reflux. Given the high risk of mortality from intracranial hemorrhage, the patient underwent urgent treatment with a liquid embolic agent, which resulted in the resolution of his optic disc edema. Our case is unique in that recurrence of bilateral optic disc edema led to discovery of the rare complication of dural arteriovenous fistulas developing after dural sinus thrombosis. Ongoing monitoring of patients after cerebral venous sinus thrombosis is, therefore, important.
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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 | 0.000 |
| 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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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