Stabilization Without Rituximab After Disease Activation in an Alemtuzumab-Treated Patient with Multiple Sclerosis and a Literature Overview
Bibliographic record
Abstract
There has been an increasing number of reports describing B-cell-associated disease activation in patients with multiple sclerosis after alemtuzumab treatment. Herein, 4.5 months after a first alemtuzumab infusion, a 33-year-old female patient had altered gait and vision loss associated with gadolinium enhancement of the optic nerves and chiasm on brain magnetic resonance imaging. The patient's blood showed normal B-cell counts concurrent with abnormally low T-cell counts. The patient stabilized after receiving steroids and prolonged plasma exchange without the use of rituximab. This case report adds to the growing body of literature of B-cell-associated disease activation after alemtuzumab infusion and provides a therapeutic strategy to stabilize patients when rituximab is not readily available or if contraindications to its use exist.
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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 | 0.001 |
| 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".