Orbital Apex Syndrome Due to Mucormycosis – Missed on Initial MRI
Bibliographic record
Abstract
A 64-year-old man with a history of diabetes mellitus and end stage renal disease presented with a several day history of cognitive decline, reduced right eye visual acuity accompanied with a complete right ophthalmoplegia in keeping with orbital apex syndrome. Initial MRI was unremarkable other than mucosal thickening in the frontal sinuses. He continued to clinically decline and repeat MRI revealed an edematous right optic nerve and a lack of enhancement within the sinuses was suspicion for invasive fungal infection. Given his history of diabetes, he was started on anti-fungal treatment and taken for debridement but passed away several days later. This case illustrates the importance of the orbital apex syndrome as a localization. Mucormycosis should be considered in acute onset ophthalmoplegia particularly in patients with diabetes and diabetic ketoacidosis. Empiric anti-fungal therapy should be started early for suspected rhino-orbital cerebral mucormycosis, although mortality remains high despite treatment.
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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) | 0.001 | 0.001 |
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".