Rapidly Sequential Vision Loss From Posterior Ischemic Optic Neuropathy Due to Methicillin-Susceptible Staphylococcus Aureus Bacteremia
Bibliographic record
Abstract
A 63-year-old man with a history of high-grade bladder cancer was admitted to the intensive care unit (ICU) with renal failure and methicillin-susceptible Staphylococcus aureus bacteremia originating from his nephrostomy tube. While in the ICU, he had painless, severe loss of vision in the right eye followed by his left eye 12 hours later. Visual acuity was no light perception in each eye. He was anemic, and before each eye lost vision, there was a significant decrease in blood pressure. Dilated fundus examination was normal, and MRI showed hyperintense signal in the bilateral intracanalicular optic nerves on diffusion-weighted imaging and a corresponding low signal on apparent diffusion coefficient imaging. He was diagnosed with bilateral posterior ischemic optic neuropathies (PION), and despite transfusion and improvement in his systemic health, his vision did not recover. PION may be seen in the context of sepsis, and patients with unilateral vision loss have a window for optimization of risk factors if a prompt diagnosis is made.
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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 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.002 | 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".