Artificial Intelligence Methods for the Differential Diagnosis of Irritable Bowel Syndrome and Inflammatory Bowel Disease: A Systematic Review

Although AI/ML methods show significant potential for distinguishing IBS from IBD, existing studies present limitations, including small sample sizes, data heterogeneity, and generalizability challenges. The development of standardized protocols and extensive multicenter studies is recommended to clinically validate these models, facilitating their integration into current medical practice.

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Publication Details

Journal
Journal of Gastrointestinal and Liver Diseases
Published
2025-12-26
DOI
https://doi.org/10.15403/jgld-6332
Primary Topic
Inflammatory Bowel Disease
Type
article
Field-Weighted Citation Impact
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article

Artificial Intelligence Methods for the Differential Diagnosis of Irritable Bowel Syndrome and Inflammatory Bowel Disease: A Systematic Review

Cristina Cijevschi Prelipcean, Mihaela Dranga, Drug Vasile, Iolanda Valentina Popa et al.
Journal of Gastrointestinal and Liver Diseases
Inflammatory Bowel Disease
article

Artificial Intelligence Methods for the Differential Diagnosis of Irritable Bowel Syndrome and Inflammatory Bowel Disease: A Systematic Review

Cristina Cijevschi Prelipcean, Mihaela Dranga, Drug Vasile, Iolanda Valentina Popa, Otilia Nedelciuc, Cătălina Mihai
article en

Abstract

Although AI/ML methods show significant potential for distinguishing IBS from IBD, existing studies present limitations, including small sample sizes, data heterogeneity, and generalizability challenges. The development of standardized protocols and extensive multicenter studies is recommended to clinically validate these models, facilitating their integration into current medical practice.

Journal of Gastrointestinal and Liver DiseasesVol. 34(4)
Grigore T. Popa University of Medicine and Pharmacy (RO), Spitalul Clinic Judeţean de Urgenţe "Sf. Spiridon" Iaşi (RO)
Openalex Percentile: Top 25%
Inflammatory Bowel Disease
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