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Record W4415609477 · doi:10.1093/ibd/izaf215

Heterogeneity in Histological Evaluation of Microscopic Colitis in Randomized Clinical Trials: An Umbrella Review

2025· article· en· W4415609477 on OpenAlexaff
Yuhong Yuan, Kato Vanden Kerchove, Christopher Ma, Bram Verstockt, Olga Maria Nardone, Çharles N. Bernstein, Andreas Münch, Vipul Jairath

Bibliographic record

VenueInflammatory Bowel Diseases · 2025
Typearticle
Languageen
FieldMedicine
TopicMicroscopic Colitis
Canadian institutionsUniversity of ManitobaUniversity of CalgaryAlberta Health ServicesLondon Health Sciences CentreSouth Health CampusWestern University
Fundersnot available
KeywordsMicroscopic colitisClinical trialRandomized controlled trialMEDLINECollagenous colitisInflammatory Bowel Diseases

Abstract

fetched live from OpenAlex

BACKGROUND: The diagnosis of microscopic colitis (MC) is based on endoscopic biopsy with histological assessment. Histological outcomes (remission, response or improvement) are important treatment targets in clinical trials. Although a substantial body of research on MC has been published in recent years, no standardized criteria currently exist for its histological outcomes. We sought to review and summarize the histological evaluation of MC in published systematic reviews (SRs) assessing the efficacy of interventions and to examine the heterogeneity in histological evaluation among the randomized controlled trials (RCTs) included in those SRs. METHODS: We conducted an umbrella review (ie, an overview of systematic reviews) of published SRs. A literature search of the Cochrane Database of Systematic Reviews, MEDLINE, and Embase was performed up to May 2025. Definitions of histological evaluation and monitoring following interventions were extracted and summarized from the published SRs and the RCTs included within them. RESULTS: Fourteen SRs with meta-analyses that focused on interventions were included. Nineteen RCTs were included in these SRs. Of them, 12 fully published RCTs reported histological outcome data and met our inclusion criteria. The definitions for histological outcomes varied between RCTs but were generally based on reduction in lamina propria cellularity, intraepithelial lymphocytes, or collagen band thickness. CONCLUSIONS: This umbrella review highlights the heterogeneity in the definitions of histological outcomes in MC RCTs. The summarized evidence will support ongoing efforts to develop consensus definitions for histological outcomes in order to facilitate clinical trials of medical therapies for MC.

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.220
metaresearch head score (Gemma)0.535
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (broad)
Consensus categoriesMetaresearch
DomainCandidate signal: Methods · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.981
Threshold uncertainty score0.961

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.2200.535
Meta-epidemiology (narrow)0.0030.002
Meta-epidemiology (broad)0.0190.018
Bibliometrics0.0300.023
Science and technology studies0.0020.005
Scholarly communication0.0100.009
Open science0.0050.006
Research integrity0.0050.003
Insufficient payload (model declined to judge)0.0030.001

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 head0.131
GPT teacher head0.475
Teacher spread0.343 · 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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.

Study designSystematic review
DomainMethods
GenreReview

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
Published2025
Admission routes1
Has abstractyes

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