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Record W4412741669 · doi:10.1177/13524585251359066

Reduced brain volumes in children with radiologically isolated syndrome

2025· article· en· W4412741669 on OpenAlexaff
Georgia Koukou, Frederik Bartels, Annette Aigner, Robert Cleaveland, A. Murat Tuncer, Eva‐Maria Wendel, Annikki Bertolini, Evangeline Wassmer, Barbara Kornek, Mareike Schimmel, Andreas Panzer, Carsten Finke, Kevin Rostásy

Bibliographic record

VenueMultiple Sclerosis Journal · 2025
Typearticle
Languageen
FieldMedicine
TopicMultiple Sclerosis Research Studies
Canadian institutionsInstitute of Infection and Immunity
Fundersnot available
KeywordsMedicineMultiple sclerosisClinically isolated syndromeBrain sizeCerebrospinal fluidCohortMcDonald criteriaNuclear medicineInternal medicineMagnetic resonance imagingRadiology

Abstract

fetched live from OpenAlex

Background: Pediatric multiple sclerosis (MS) is associated with reduced brain volumes at first episode compared to healthy controls. Objective: To assess brain volumes in children fulfilling the criteria of radiologically isolated syndrome (RIS) at onset and over time. Methods: Clinical course, laboratory findings, MR-imaging in pediatric RIS were compared to controls from the NIH Pediatric MRI Data Repository and a cohort of patients with pediatric MS. Results: 20 RIS and 37 MS patients were included in the study. Median age at RIS diagnosis was 13.1 years (IQR: 10.3, 14.8) and whole brain volume was reduced by 77 cm 3 , compared to matched healthy controls (1673 cm 3 (1637, 1728) vs 1750 cm 3 (1699, 1802)). Nine RIS patients developed MS (RIS-to-MS) at a median age of 15.8 years (12.7,17.0). Longitudinal volumetry revealed lower brain volume in both non-converting and converting RIS patients compared to controls, similar to the trajectory in pediatric MS (RIS −4.7% (−6.5, −2.9), RIS-to-MS −5.1% (−6.9, −3.4), MS −6.6 % (−7.6, −5.5)). Oligoclonal bands, cerebrospinal fluid (CSF) pleocytosis, and reduced brain volume in RIS at diagnosis increased hazards of conversion to MS. Conclusions: Reduced whole brain volume is already present in pediatric radiologically isolated syndrome (RIS). Longitudinal analysis of RIS patients revealed reduced brain volume over time, similar to MS.

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)0.001
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.066
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.042
GPT teacher head0.286
Teacher spread0.244 · 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; a candidate call from one teacher head, not a consensus.

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

Citations2
Published2025
Admission routes1
Has abstractyes

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