Hemophagocytic Lymphohistiocytosis Secondary to Bone Marrow Only B-Cell Lymphoma: A Very Rare Entity With an Even Rarer Presentation
Bibliographic record
Abstract
Hemophagocytic lymphohistiocytosis (HLH) is a rare hyperinflammatory syndrome. It is categorized as familial or acquired, most commonly caused by infections, malignancies, rheumatologic and immunodeficiency disorders. Irrespective of the etiology, the age at the onset is the strongest prognostic factor, hence it is extremely important to have a high suspicion for HLH, diagnose it promptly and initiate treatment without any delay. We encountered a 70-year-old female patient who initially presented with left-sided facial weakness and pancytopenia, secondary to diffuse stage IV B diffuse large B-cell lymphoma with isolated bone marrow involvement with secondary HLH.
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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".