Elevated aminotransferases during treatment with interferon-beta for multiple sclerosis: actions and outcomes
Bibliographic record
Abstract
The authors report further analysis of a six-year retrospective chart review of multiple sclerosis (MS) patients prescribed interferon-beta (IFNB) in British Columbia, Canada. Actions and outcomes taken when 284/835 (34%) of the patients developed de novo elevated aminotransferases are presented; 239/284 (84%) of patients were continued on treatment despite these elevations; 216/246 (88%) of patients reaching grade 1 toxicity (greater than the upper limit of normal) continued IFNB treatment; of these, 167/216 (77%) returned to within normal limits. Of the 22/29 (76%) reaching grade 2 toxicity (> 2.5 times the upper limit of normal) and continuing treatment, 14/22 (64%) returned to within the normal range. One of the nine patients reaching grade 3 toxicity ( > 5 times the upper limit of normal) was allowed continue treatment and their aminotransferase levels returned to within normal limits. However, one patient reaching grade 3 toxicity went on to develop liver failure (previously reported).
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".