High-grade astrocytoma with piloid features: MRI findings associated with a novel entity
Bibliographic record
Abstract
High-grade astrocytoma with piloid features is a newly defined brain tumor that requires DNA methylation profiling for diagnosis. Imaging features specific to this tumor have only recently been described in the radiological literature. We highlight the case of a 34-year-old man who presented with a 4-week history of headaches and light-headedness. Postresection, pathological analysis identified the tumor based on DNA methylation profiling, and the patient was started on adjuvant chemotherapy with Temozolomide. T2-weighted imaging showed a well-circumscribed cerebellar mass, which correlated with the pathology-reported glial tumor cells being elongated and piloid. T1-postgadolinium imaging showed heterogeneous enhancement of linear serpiginous areas, which correlated with regions of high microvascular density and vessels that showed thickening and hyalinization. Diffusion-weighted imaging and apparent diffusion coefficient mapping did not show significant diffusion restriction. Rosenthal fibres were absent. Given the specific imaging-pathology correlation, this report contributes imaging features associated with this novel diagnostic entity.
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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 | 0.000 |
| 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".