Predicting the acute pancreatitis severity with multi-machine learning models: constructing an online prediction platform

Our study highlights the substantial predictive potential of Ca, WBC, α-HBDH, and Glu for SAP. We have built a predictive online platform for clinical use, enabling healthcare professionals to rapidly and effectively assess SAP risk, thereby facilitating timely intervention and treatment.

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Publication Details

Journal
Frontiers in Cellular and Infection Microbiology
Published
2026-02-27
DOI
https://doi.org/10.3389/fcimb.2026.1760036
Primary Topic
Pancreatitis Pathology and Treatment
Type
article
Field-Weighted Citation Impact
0.00

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article

Predicting the acute pancreatitis severity with multi-machine learning models: constructing an online prediction platform

Shike Long, Ribin Liao, An Chen Fu, Huan Liu et al.
Frontiers in Cellular and Infection Microbiology
Pancreatitis Pathology and Treatment
article

Predicting the acute pancreatitis severity with multi-machine learning models: constructing an online prediction platform

Shike Long, Ribin Liao, An Chen Fu, Huan Liu, Yan Liu, Xiyou Li, Jie Cao
article en

Abstract

Our study highlights the substantial predictive potential of Ca, WBC, α-HBDH, and Glu for SAP. We have built a predictive online platform for clinical use, enabling healthcare professionals to rapidly and effectively assess SAP risk, thereby facilitating timely intervention and treatment.

Frontiers in Cellular and Infection MicrobiologyVol. 16
Vaughn College of Aeronautics and Technology (US), Guilin Medical University (CN), Autonomous Healthcare (US), American Institute of Aeronautics and Astronautics (US), Nanjing University of Aeronautics and Astronautics (CN)
National Natural Science Foundation of China, Natural Science Foundation of Guangxi Province
Openalex Percentile: Top 42%
Pancreatitis Pathology and Treatment
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