Diffuse Intrinsic Brainstem Tumor in an Infant
Bibliographic record
Abstract
Brainstem gliomas constitute 10% to 20% of all pediatric tumors of the central nervous system, and diffusely infiltrative brainstem gliomas are the most common brainstem tumors associated with a poor prognosis. A small subset of these tumors is benign, showing low-grade features on histology. The role of chemotherapy in the management of these tumors is ill defined, especially in the neonates. There are anecdotal reports of spontaneous remission, but the natural history of these tumors does not support a wait-and-see approach. Thus, we report a successful experience of chemotherapy in a 4-month-old girl with a diffuse brainstem fibrillary astrocytoma, treated with vinorelbine (30 mg/m/d on days 0, 8, and 22), a vinca alkaloid that has shown activity against glioma. Our experience suggests that vinorelbine may be effective in pediatric low-grade gliomas as this patient showed significant clinical improvement over a short period of time.
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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 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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 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".