Bibliographic record
Abstract
Background : Acute bilateral simultaneous optic neuritis (ABSON) without a prior neurological history is a rare clinical problem, and little is known about its prognosis for visual recovery and for the development of multiple sclerosis (MS). Methods : We conducted a case review of six patients who presented with ABSON from 1986-98, and did a follow-up on their present medical status. The results were compared to similar case reviews, and to the unilateral Optic Neuritis Treatment Trial. Results : All six patients went on to recover normal vision. One of the six patients (16.7%) reviewed went on to develop probable MS. Interpretation : This low association with MS is in agreement with other case reports of ABSON. ABSON appears to have a significantly better prognosis for not developing neurological disease than unilateral optic neuritis. In particular, patients with ABSON without associated systemic symotoms tend to recover quickly to normal health.
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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 | 0.002 |
| 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.009 | 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".