The relationship between clinical subtypes, prognosis, and treatment in ICU patients with acute cholangitis using unsupervised machine learning methods

The relationship between clinical subtypes, prognosis, and treatment in ICU patients with acute cholangitis using unsupervised machine learning methods

Abstract Background Acute cholangitis (AC) presents with significant clinical heterogeneity, and existing severity classifications have limited prognostic value in critically ill patients. Subtypes of AC in critically ill patients have not been investigated. Objective The study aimed to offer a nove...

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Bibliographic Details
Main Authors: Yuanhui Sheng, Shan Xu, Shu Zhang, Dan Zhang
Format: Article
Language:English
Published: BMC 2025-08-01
Series:BMC Infectious Diseases
Subjects:
Acute cholangitis
K-means clustering
Subtype
Prognosis
Online Access:https://doi.org/10.1186/s12879-025-11346-y
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https://doi.org/10.1186/s12879-025-11346-y

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