Risk stratification of spontaneous bacterial peritonitis recurrence: integrating acute kidney injury, biomarkers, composite scores, and machine learning models

A composite score, combined with machine-learning models like random forest, enhances risk assessment for SBP recurrence. Clinical predictors such as AKI, CRP, bilirubin, MELD, PPI use, and β-blockers non-use help in targeted prevention.

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Publication Details

Journal
Gut Pathogens
Published
2025-12-07
DOI
https://doi.org/10.1186/s13099-025-00774-5
Primary Topic
Sepsis Diagnosis and Treatment
Type
article
Field-Weighted Citation Impact
0.00
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article en

Abstract

A composite score, combined with machine-learning models like random forest, enhances risk assessment for SBP recurrence. Clinical predictors such as AKI, CRP, bilirubin, MELD, PPI use, and β-blockers non-use help in targeted prevention.

Gut PathogensVol. 17(1)
Mansoura University (EG), Taif University (SA), Jouf University (SA), Mansoura University Hospital (EG), Soliman Fakeeh Hospital (SA)
Openalex Percentile: Top 50%
Sepsis Diagnosis and Treatment
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