Machine learning prediction and explanation of high intraoperative blood pressure variability for noncardiac surgery using preoperative factors

Abstract Background The objective of this study is to construct an explainable machine learning predictive model for high intraoperative blood pressure variability(IBPV) based on preoperative characteristics, to enhance intraoperative circulatory management and surgical outcomes. This study utilized...

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Bibliographic Details
Main Authors: Zheng Zhang, Yi Duan, Zuozhi Li, Zhifeng Gao, Huan Zhang
Format: Article
Language:English
Published: BMC 2025-08-01
Series:BMC Cardiovascular Disorders
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Online Access:https://doi.org/10.1186/s12872-025-05026-7
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