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Record W4385456489 · doi:10.31080/asms.2023.07.1631

White-Matter Lesions in the Central Nervous System in Biopsy-Defined Adult Celiac Disease

2023· article· en· W4385456489 on OpenAlexaff
Hugh James Freeman

Bibliographic record

VenueActa Scientific Medical Sciences · 2023
Typearticle
Languageen
FieldMedicine
TopicCeliac Disease Research and Management
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsWhite matterCentral nervous systemPathologyMedicineBiopsyDiseaseMagnetic resonance imagingRadiologyInternal medicine

Abstract

fetched live from OpenAlex

Brain white-matter lesions may be detected late in the clinical course of different disorders thought to have an autoimmune pathogenesis, particularly in the pediatric population.Here, a 42 year old male with diarrhea and weight loss was discovered to have adult onset celiac disease.After institution of a gluten-free diet, he responded with resolution of his diarrhea, weight gain and histological improvement.Over a decade later, he was observed to have incidental white-matter lesions in his central nervous system detected with MRI and thought to have resulted from microvascular changes or inflammatory demyelination.This report describes an adult with brain white-matter lesions in well-established celiac disease and failure of a long-term gluten-free diet to prevent their development.

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.

How this classification was reachedexpand

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)0.004
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.271
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.004
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
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 head0.037
GPT teacher head0.319
Teacher spread0.282 · 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

Classification

machine, unvalidated

Machine predicted; both teacher heads agree on what is shown here.

Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations1
Published2023
Admission routes1
Has abstractyes

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