Diffuse Astrocytoma and Ollier’s Disease
Bibliographic record
Abstract
Several syndromes are associated with an increased incidence of intracranial tumors. Among these is enchondromatosis. It is a rare, nonhereditary condition. The common subtypes of enchondromatosis are Ollier’s disease (OD) and Maffucci syndrome. It has been distinguished between them by the presence of vascular malformation and non-skeletal neoplasm in Maffucci syndrome. The emergence of malignant neoplasms, including gliomas is a well-recognized complication in Maffucci syndrome, but over the past few years there has been an increasing number of reported cases of patients with intracranial tumors and OD. In our case report we discuss a 23-year-old female recently diagnosed with World Health Organization (WHO) grade II diffuse astrocytoma and found to have OD. J Neurol Res. 2020;10(6):240-244 doi: https://doi.org/10.14740/jnr580
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 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) | 0.003 | 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".