Constructing a screening model to identify patients at high risk of hospital-acquired influenza on admission to hospital

ObjectiveTo develop a machine learning (ML)-based admission screening model for hospital-acquired (HA) influenza using routinely available data to support early clinical intervention.MethodsThe study focused on hospitalized patients from January 2021 to May 2024. The case group consisted of patients...

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Bibliographic Details

Published in:	Frontiers in Public Health
Main Authors:	Shangshu Zhang, Peng Li, Bo Qiao, Hongying Qin, Zhenzhen Wu, Leilei Guo
Format:	Article
Language:	English
Published:	Frontiers Media S.A. 2025-04-01
Subjects:	hospital-acquired influenza machine learning prediction model SHAP (SHapley’s additive explanation) practical tool
Online Access:	https://www.frontiersin.org/articles/10.3389/fpubh.2025.1495794/full