Treatment of severe, refractory and rapidly evolving thrombotic thrombocytopenic purpura
Bibliographic record
Abstract
A 36-year-old man presented to hospital with gross haematuria and evidence of severe, refractory thrombotic thrombocytopenic purpura. Initial treatment with high-volume plasma exchange therapy and early administration of rituximab failed to achieve a sustained clinical response. His clinical course was complicated by left hemianopsia and despite an urgent splenectomy he developed a large right-sided stroke with malignant cerebral oedema that required an emergent decompressive craniotomy. He also had numerous infectious complications as a consequence of an aggressive immunosuppressive strategy. While the patient did not respond to cyclophosphamide, cyclosporine, N-acetylcysteine, and one course of bortezomib, he eventually responded to a second course of bortezomib. One year later, the patient remains in remission and maintains excellent cognitive function. However, he has not completely recovered from his stroke and continues to participate in rehabilitation for his residual physical deficits.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".