Evaluation of inflammatory bowel disease-related sleep disorders based on an interpretable machine learning approach: a multicenter study in China

The construction of risk assessment models using ML has high clinical value in the prediction of IBD-related sleep disorders, and the efficacy of its application suggests it can serve as a promising evaluation tool in clinical work.

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Publication Details

Journal
Therapeutic Advances in Gastroenterology
Published
2025-08-01
DOI
https://doi.org/10.1177/17562848251359141
Primary Topic
Chronic Obstructive Pulmonary Disease (COPD) Research
Type
article
Field-Weighted Citation Impact
0.00
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article

Evaluation of inflammatory bowel disease-related sleep disorders based on an interpretable machine learning approach: a multicenter study in China

Jie Shi, Junhai Zhen, Kaichun Wu, Chuan Liu et al.
1 links
Therapeutic Advances in Gastroenterology
Chronic Obstructive Pulmonary Disease (COPD) Research
article

Evaluation of inflammatory bowel disease-related sleep disorders based on an interpretable machine learning approach: a multicenter study in China

Jie Shi, Junhai Zhen, Kaichun Wu, Chuan Liu, Changqing Jiang, Jiayi Sun, Weiguo Dong
article en

Abstract

The construction of risk assessment models using ML has high clinical value in the prediction of IBD-related sleep disorders, and the efficacy of its application suggests it can serve as a promising evaluation tool in clinical work.

Therapeutic Advances in GastroenterologyVol. 18
Capital Medical University (CN), Wuhan University (CN), Beijing Anding Hospital (CN), Renmin Hospital of Wuhan University (CN), Xijing Hospital (CN), Chinese People's Liberation Army (CN)
Openalex Percentile: Top 68%
Chronic Obstructive Pulmonary Disease (COPD) Research
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