Multidisciplinary artificial intelligence systems versus single-model approaches for the diagnosis and management of ileus and volvulus

Multidisciplinary AI systems that combine specialized models for different clinical areas significantly outperform a single AI model in terms of diagnostic accuracy, guideline consistency, and decision alignment for ileus and volvulus. These results indicate that task-specific AI integration could improve clinical support, but further validation is needed before its routine use.

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Publication Details

Journal
BMC Gastroenterology
Published
2026-01-21
DOI
https://doi.org/10.1186/s12876-026-04628-5
Primary Topic
Enhanced Recovery After Surgery
Type
article
Field-Weighted Citation Impact
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article

Multidisciplinary artificial intelligence systems versus single-model approaches for the diagnosis and management of ileus and volvulus

Mete Ucdal, Evren Ekingen, Karya Yurtsever
BMC Gastroenterology
Enhanced Recovery After Surgery
article

Multidisciplinary artificial intelligence systems versus single-model approaches for the diagnosis and management of ileus and volvulus

Mete Ucdal, Evren Ekingen, Karya Yurtsever
article en

Abstract

Multidisciplinary AI systems that combine specialized models for different clinical areas significantly outperform a single AI model in terms of diagnostic accuracy, guideline consistency, and decision alignment for ileus and volvulus. These results indicate that task-specific AI integration could improve clinical support, but further validation is needed before its routine use.

BMC GastroenterologyVol. 26(1)
Hacettepe University Hospital (TR), Etimesgut Asker Hastanesi (TR), Hacettepe University (TR)
Peace, Justice and strong institutions
Openalex Percentile: Top 82%
Enhanced Recovery After Surgery
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Multidisciplinary artificial intelligence systems versus single-model approaches for the diagnosis and management of ileus and volvulus — Mete Ucdal, Evren Ekingen, et al. · BMC Gastroenterology (2026) | TGRS Research Map | TGRS