Imaging-independent model for predicting choledocholithiasis in acute biliary pancreatitis

doi:10.4240/wjgs.125793

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World Journal of Gastrointestinal Surgery

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1948-9366

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Baishideng Publishing Group Inc, 7041 Koll Center Parkway, Suite 160, Pleasanton, CA 94566, USA

Observational Study

Copyright: ©Author(s) 2026. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution-NonCommercial (CC BY-NC 4.0) license. No commercial re-use. See permissions. Published by Baishideng Publishing Group Inc.

World J Gastrointest Surg. Nov 27, 2026; 18(11): 125793
Published online Nov 27, 2026. doi: 10.4240/wjgs.125793

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Figure 2 Variable importance. The importance of each variable included in the random forest model is estimated by the inverted mean minimal depth of each variable in the decision tree. GGT: Gamma-glutamyl transferase; AP: Alkaline phosphatase; CRP: C-reactive protein; ALT: Alanine aminotransferase; AST: Aspartate aminotransferase.

Citation: Sirtl S, Schäfer APG, Bretthauer K, Hohmann E, Junge M, Ahmad M, Vielhauer J, Hausdorf A, Hubert MO, Velamazán R, Aghamaliyev U, Schirra J, Schulz C, Żorniak M, Beyer G, Mahajan UM, Mayerle J, Stubbe HC. Imaging-independent model for predicting choledocholithiasis in acute biliary pancreatitis. World J Gastrointest Surg 2026; 18(11): 125793
URL: https://www.wjgnet.com/1948-9366/full/v18/i11/125793.htm
DOI: https://dx.doi.org/10.4240/wjgs.125793

Sirtl S, Schäfer APG, Bretthauer K, Hohmann E, Junge M, Ahmad M, Vielhauer J, Hausdorf A, Hubert MO, Velamazán R, Aghamaliyev U, Schirra J, Schulz C, Żorniak M, Beyer G, Mahajan UM, Mayerle J, Stubbe HC. Imaging-independent model for predicting choledocholithiasis in acute biliary pancreatitis. World J Gastrointest Surg 2026; 18(11): 125793 [DOI: 10.4240/wjgs.125793]

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