Fulminant Strokes Secondary to Radiation-induced Small-vessel Arteriopathy
Bibliographic record
Abstract
Delayed vasculopathy associated with prior brain irradiation is a known cause of stroke. Radiation is implicated in large-vessel stenosis, cavernous malformations and, rarely, small-vessel disease. There have been no reported cases of fulminant ischaemic and haemorrhagic strokes secondary to radiation vasculopathy. We present the case of a 40-year-old woman with a history of childhood leukaemia and whole-body and cranio-cervical radiation. The patient presented with recurrent acute neurological deficits over a 4-month period resulting from haemorrhagic and ischaemic strokes. Imaging revealed numerous cavernomas and small-vessel acute infarctions. No traditional stroke aetiology was identified. Delayed radiation-induced vasculopathy should be considered in patients with a history of brain irradiation and ischaemic or haemorrhagic strokes, and can present in a fulminant manner with recurrent strokes over a short period of time.
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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) | 0.000 | 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) | 0.000 | 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 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".