An Approach to Hypereosinophilic Syndrome Presenting With Cutaneous Features
Bibliographic record
Abstract
Hypereosinophilic syndrome (HES) is a heterogeneous group of disorders characterized by persistent peripheral hypereosinophilia and eosinophilia-mediated tissue damage. Hypereosinophilic syndrome can have life-threatening effects on multiple organ systems but may initially, or in some cases solely, present with skin lesions. The clinical presentation of HES in the skin represents a diagnostic challenge for the dermatologist, because cutaneous manifestations are highly variable and may be mistaken for several dermatologic conditions. Once peripheral and tissue eosinophilia is diagnosed, the differential diagnosis is quite broad, spanning hematoproliferative disorders, infectious diseases, drug reactions, and many others. Workup and management may also present a challenge, because the prospect for organ system involvement in those with apparent skin-limited disease is unclear. This article provides a dermatology-centered approach to HES and provides a reference for the differential diagnosis, workup, and management of this complex disorder.
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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".