Gated recurrent unit with decay has real-time capability for postoperative ileus surveillance and offers cross-hospital transferability

Abstract Background Ileus, a postoperative complication after colorectal surgery, increases morbidity, costs, and hospital stays. Assessing risk of ileus is crucial, especially with the trend towards early discharge. Prior studies assessed risk of ileus with regression models, the role of deep learn...

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Bibliographic Details
Main Authors: Xiaoyang Ruan, Sunyang Fu, Heling Jia, Kellie L. Mathis, Cornelius A. Thiels, Schaeferle M. Gavin, Patrick M. Wilson, Curtis B. Storlie, Hongfang Liu
Format: Article
Language:English
Published: Nature Portfolio 2025-08-01
Series:Communications Medicine
Online Access:https://doi.org/10.1038/s43856-025-01053-9
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