PC3 - 157 Subependymal Giant Cell Astrocytoma (SEGA) in Adults without Tuberous Sclerosis
Bibliographic record
Abstract
Subependymal giant cell astrocytoma (SEGA) is typically seen in children with tuberous sclerosis (TS), who present with headaches and seizures, and characteristic clinical and cutaneous manifestations of TS. Surgical resection, CSF diversion (for hydrocephalus), radiotherapy, and chemotherapy with a mammalian target of rapamycin (mTOR) inhibitor are treatment options. SEGA can occur in adults without TS, raising diagnostic and therapeutic challenges. A 53 year old man presented with headaches and diplopia. An exophytic, enhancing mass in the left lateral ventricle was resected, confirming SEGA. There was no recurrence on MRI 13 months later. He previously had an “astrocytoma” involving the left frontal horn resected at age 19. Pathology review was SEGA. He had no clinical or cutaneous findings of TS, and no family history of TS. An identical twin was well. A 66 year old man presented with “weakness”, due to diuretic-induced hypokalemia. CT showed a hypodense mass from the right caudate head deforming the frontal horn. MRI showed an exophytic, enhancing mass from the caudate head into the frontal horn. A stereotactic biopsy confirmed SEGA. He had no clinical or cutaneous findings of TS, and negative family history. His mother had a meningioma resected at age 66. Observation is planned. These 2 adult patients had SEGA without clear clinical findings or family history of TS. SEGA should be in the differential diagnosis of tumors involving the lateral ventricle.
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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 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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".