MétaCan
Menu
Back to cohort
Record W2084042104 · doi:10.5414/np300575

Probable IgG4-related pachymeningitis: a case with transverse sinus obliteration

2013· article· en· W2084042104 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueClinical Neuropathology · 2013
Typearticle
Languageen
FieldMedicine
TopicIgG4-Related and Inflammatory Diseases
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsMeningesMedicineIgG4-related diseaseDifferential diagnosisPathologySinus (botany)LesionMagnetic resonance imagingMeningiomaFibrosisDura materRadiology

Abstract

fetched live from OpenAlex

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.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Case report · Consensus signal: Case report
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.158
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.001

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.

Opus teacher head0.020
GPT teacher head0.292
Teacher spread0.272 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it