Skeletal Manifestations of Pediatric Acute Megakaryoblastic Leukemia
Bibliographic record
Abstract
Once considered rare, acute megakaryoblastic leukemia (AMKL) now accounts for about 12% of all cases of de novo acute myeloid leukemia in children. Most cases of AMKL are difficult to diagnose because of their complex clinical presentation and unusual bone marrow morphologic features. In children, AMKL is often confused with metastatic solid tumors or myelodysplastic syndrome. Between January 1984 and December 1999, 43 patients were diagnosed with childhood AMKL at the authors' institution. Five of these presented with unusual skeletal lesions. These abnormalities (bilaterally symmetrical periostitis and osteolytic lesions) differed markedly from those commonly reported in association with pediatric acute leukemias. The authors present their experience and review the literature to define the spectrum of bony involvement associated with AMKL. This report will contribute to the evolving clinical characterization of this entity and increase clinicians' and radiologists' awareness of the manifestations of AMKL.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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".