Development and Validation of a CatBoost-Based Model for Predicting Significant Creatinine Elevation in ICU Patients Receiving Vancomycin Therapy

Vancomycin remains a cornerstone for severe Gram-positive infections in the ICU, yet creatinine elevation—a sensitive marker of early renal stress—occurs frequently and complicates therapy. We developed a machine learning model to predict vancomycin-associated creatinine elevation using routinely av...

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Bibliografische Detailangaben

Hauptverfasser:	Junyi Fan, Li Sun, Shuheng Chen, Yong Si, Minoo Ahmadi, Maryam Pishgar
Format:	Artigo
Sprache:	Inglês
Veröffentlicht:	MDPI AG 2025-12-01
Schriftenreihe:	BioMedInformatics
Schlagworte:	machine learning ICU vancomycin
Online-Zugang:	https://www.mdpi.com/2673-7426/5/4/71
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