Bibliographic record
Abstract
Bleomycin is an anti-neoplastic antibiotic used in chemotherapeutic regimens for Hodgkin lymphoma, testicular tumour and Kaposi's sarcoma and to induce chemical pleurodesis in malignant effusions. Bleomycin toxicity predominantly affects the skin and lungs. Skin toxicity classically presents as flagellate erythema, a rare drug rash, where the patient appears to have been whipped. Bleomycin-induced pneumonitis is more commonly recognised and can occasionally prove fatal. Although both these conditions are well documented in the literature, in clinical practice they are uncommon. Indeed, in our institution (a teaching hospital with a large lymphoma practice) we cannot recall a previous case of flagellate erythema. Both skin and lung toxicities induced by bleomycin usually respond to discontinuation of the drug and steroid therapy. We present two case studies of patients with bleomycin-related toxicity and a short synopsis of current literature.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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".