Probable IgG4-related pachymeningitis: a case with transverse sinus obliteration
Bibliographic record
Abstract
IgG4-related disease (IgG4-RD) is a recently recognized fibro-inflammatory condition which often shows a dramatic response to steroid therapy. IgG4-RD can present either as a single lesion or as a systemic multi-organ disorder. Common histological findings include a dense lymphoplasmacytic infiltrate rich in IgG4-positive plasma cells, storiform fibrosis, and phlebitis. Although diagnostic criteria for IgG4-RD have been proposed in many organs/sites, they are not well established in the central nervous system. Published data on IgG4-RD in meninges is also limited. To our knowledge, only 15 potential cases of meningeal IgG4-RD have been reported. We add a case of probable IgG4-related pachymeningitis in a 42-year-old woman who presented with headache and left transverse sinus obstruction. Follow-up after 2-months of high dose steroids shows dramatic clinical and imaging improvement. The differential diagnosis for IgG4-related pachymeningitis, including lymphoplasmacyte-rich meningioma, idiopathic hypertrophic pachymeningitis, and lymphoproliferative disease is discussed.
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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 | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.003 | 0.002 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.004 | 0.003 |
| Scholarly communication | 0.002 | 0.003 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.005 | 0.003 |
| 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".