Explainable Prediction of ICU Transfer in Acute Pancreatitis: A Neural Network Model With SHAP Interpretability for Clinical Decision Support

We developed an interpretable ML model for prediction of ICU admission in AP patients. It provides clinicians with a reliable tool for early identification and treatment.

Authors

Min Chen (ORCID: https://orcid.org/0000-0003-1381-7290)
Jiayi Shi (ORCID: https://orcid.org/0009-0001-6501-4011)

Institutions

Second Affiliated Hospital of Nanjing Medical University (CN)

Publication Details

Journal: IEEE Transactions on Biomedical Engineering
Published: 2025-09-23
DOI: https://doi.org/10.1109/tbme.2025.3613361
Primary Topic: Machine Learning in Healthcare
Type: article
Field-Weighted Citation Impact: 0.00

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article

Explainable Prediction of ICU Transfer in Acute Pancreatitis: A Neural Network Model With SHAP Interpretability for Clinical Decision Support

Min Chen, Jiayi Shi

Sep 23, 2025

IEEE Transactions on Biomedical Engineering

Machine Learning in Healthcare

article

Explainable Prediction of ICU Transfer in Acute Pancreatitis: A Neural Network Model With SHAP Interpretability for Clinical Decision Support

Min Chen, Jiayi Shi

September 23, 2025article en

Abstract

We developed an interpretable ML model for prediction of ICU admission in AP patients. It provides clinicians with a reliable tool for early identification and treatment.

IEEE Transactions on Biomedical EngineeringVol. 73(4)

Second Affiliated Hospital of Nanjing Medical University (CN)

Openalex Percentile: Top 86%

Machine Learning in Healthcare

DOI Source OpenAlex

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Explainable Prediction of ICU Transfer in Acute Pancreatitis: A Neural Network Model With SHAP Interpretability for Clinical Decision Support — Min Chen, Jiayi Shi · IEEE Transactions on Biomedical Engineering (2025) | TGRS Research Map | TGRS