Acute Respiratory Failure Mediated by Reactive Drug Metabolites
Bibliographic record
Abstract
Reactive drug metabolites have been implicated in the pathogenesis of adverse reactions to the aromatic anticonvulsants. A patient presented with a hypersensitivity reaction to the aromatic anticonvulsants which evolved into Stevens-Johnson syndrome and was complicated by the presence of adult respiratory distress syndrome. When the patient's cells were tested for sensitivity in vitro to reactive metabolites of the aromatic anticonvulsants, they were markedly more sensitive to metabolites of the aromatic anticonvulsants than were the cells of controls (p < 0.05). The adult respiratory distress syndrome has not previously been described as a complication of hypersensitivity reactions to the aromatic anticonvulsants. In vitro testing also demonstrated cross-sensitivity to the anticonvulsants, allowing selection of a therapeutic regimen which would not be associated with a risk of exacerbating the hypersensitivity reaction.
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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".