Blinding lights: Acute persistent vision loss in pregnancy
Bibliographic record
Abstract
Acute persistent vision loss in pregnancy is an emergent presentation with a broad differential and should prompt rapid assessment and treatment of the underlying etiology. In pregnancy, causes can include preeclampsia, severe gestational hypertension, and hemolysis, elevated liver enzymes, low platelets (HELLP) syndrome. Nonobstetrically related etiologies that can exacerbate in pregnancy include optic neuritis, giant cell arteritis, central retinal artery occlusion, or retinal detachment. In this case report, we describe a case of acute vision loss due to Purtscher's-like retinopathy, a rare but serious complication of pancreatitis in pregnancy. To our knowledge, this is the first published case of Purtscher's-like retinopathy in pregnancy unrelated to preeclampsia. Given the impact of permanent visual loss associated with Purtscher's-like retinopathy, more research is needed to determine treatments to substantively improve outcomes.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| 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 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".