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Record W4402857278 · doi:10.1093/ibd/izae233

Screen Failures and Causes in Inflammatory Bowel Disease Randomized Controlled Trials: A Study of 16 913 Screened Patients

2024· article· en· W4402857278 on OpenAlexaff
Mathieu Uzzan, Georgi Georgiev, Laurent Peyrin‐Biroulet, Yoram Bouhnik, Neeraj Narula, Vipul Jairath, Ryan C. Ungaro, Johan Burisch, Julien Kirchgesner, Bram Verstock, Fez Hussain, Walter Reinisch

Bibliographic record

VenueInflammatory Bowel Diseases · 2024
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicInflammatory Bowel Disease
Canadian institutionsWestern UniversityMcMaster University
Fundersnot available
KeywordsMedicineUlcerative colitisInflammatory bowel diseaseClinical trialInternal medicineDiseaseRandomized controlled trialCrohn's diseaseClostridium difficileTuberculosisGastroenterologyPathologyAntibiotics

Abstract

fetched live from OpenAlex

INTRODUCTION: While recruitment rates in inflammatory bowel disease (IBD) trials are continuously decreasing, the underlying reasons are likely multifactorial but remain poorly defined. Screen failure (SF) proportions and causes have not been extensively explored in IBD. AIM: We assessed SF proportions and underlying SF reasons in IBD phase 2 and 3 clinical trials. METHODS: We analyzed SF-related data from 17 randomized controlled phase 2 or 3 IBD trials. Twelve trials were in ulcerative colitis (UC) and 5 trials were in Crohn's disease (CD) operated by a single contract research organization, IQVIA. Differences between patient groups were tested for significance by Mann-Whitney and Fisher's tests when appropriate. RESULTS: We analyzed a total of 11 161 patients with UC and 5752 patients with CD. The mean SF proportion was 0.43 per trial in UC. The primary reason for SFs in UC was not meeting the overall (modified) Mayo score inclusion threshold and/or the endoscopic subscore of at least 2 (33.8% of all SF). In CD clinical trials, the mean SF proportion was at 0.53. The primary cause for SFs was not meeting the CDAI eligibility criteria (23.1% of all SFs). SF proportions were significantly higher in CD versus UC trials (P = .027). Clostridium difficile or any other intestinal infection and not meeting tuberculosis screening criteria were other major reasons for SFs both in UC and CD. CONCLUSION: High SF proportion in IBD clinical trials, particularly for CD studies, pose obstacles to patient recruitment. While underlying causes are diverse, arbitrarily defined clinical and/or endoscopic eligibility criteria remain the major limiting factors.

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)0.099
metaresearch head score (Gemma)0.147
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (broad)
Consensus categoriesnone
DomainCandidate signal: Methods · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.993
Threshold uncertainty score0.522

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0990.147
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0070.010
Bibliometrics0.0020.004
Science and technology studies0.0010.002
Scholarly communication0.0030.002
Open science0.0010.001
Research integrity0.0030.002
Insufficient payload (model declined to judge)0.0030.000

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 head0.010
GPT teacher head0.262
Teacher spread0.252 · 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 source (direct Gemma or distilled Codex), not a consensus.

Study designObservational
DomainMethods
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

Citations3
Published2024
Admission routes1
Has abstractyes

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