Older woman with abdominal pain and bilateral sequential vision loss due to syphilis
Bibliographic record
Abstract
A 62-year-old woman presented with non-specific abdominal pain, elevated alkaline phosphatase levels and bilateral sequential visual loss. Visual acuity was counting fingers in right eye (RE) and 20/400 in left eye (LE). She was noted to have optic nerve pallor in RE and mildly elevated optic disc with signs of ocular inflammation in LE. After 2 weeks, vision deteriorated to light perception bilaterally with now extensive vitreal inflammation present in both eyes. Positive rapid plasma reagen and Treponema pallidum ’s antibody tites confirmed syphilis infection. Unfortunately, as the diagnosis was delayed by many months, her visual acuity remained poor (hand motions in RE and 20/50 in LE) despite treatment with intravenous penicillin. This case reminds us of the re-emergence of this ‘great masquerader’ and highlights the importance of maintaining high suspicion for syphilis in patients with unexplained visual loss and systemic symptoms, even in older adults without identifiable risk factors.
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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".