Auto‐immune lymphoproliferative disorder and other secondary immune thrombocytopenias in childhood
Bibliographic record
Abstract
Primary immune thrombocytopenia (ITP) in childhood, typically presents as an acute self-limiting illness. However, secondary ITP is often a chronic disorder due to an underlying disease. Combined cytopenias in childhood, that is, secondary ITP occurring with auto-immune hemolytic anemia and/or auto-immune neutropenia, are often associated with disorders characterized by immune dysregulation. Such disorders include systemic lupus erythematosus, auto-immune lymphoproliferative syndrome, and common variable immune deficiency. Evans syndrome describes the combination of ITP, autoimmune hemolytic anemia, and/or autoimmune neutropenia. However, it is now clear that some patients with Evans syndrome have an underlying immunodeficiency. This report focuses on combined auto-immune cytopenias and highlights the challenges in their diagnosis and management.
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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 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".