Post-surgical fall risk prediction: a machine learning approach for spine and lower extremity procedures

Post-surgical fall risk prediction: a machine learning approach for spine and lower extremity procedures

In Taiwan, two key indicators of clinical care quality are pressure injuries and falls. Falls can have significant physical impacts, ranging from minor injuries like bruises to major injuries such as fractures, sprains, and severe head trauma. To assess fall risk early and implement preventive measu...

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Main Authors: Ya-Huei Chen, Xing-Yu Luo, Chia-Hui Chang, Chen-Tsung Kuo, Sou-Jen Shih, Mei-Yu Chang, Mei-Rong Weng, I-Chieh Chen, Ying-Lin Hsu, Jia-Lang Xu
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-04-01
Series:Frontiers in Medicine
Subjects:
falls
classification problems
logistic regression
random forests
health care
Online Access:https://www.frontiersin.org/articles/10.3389/fmed.2025.1574305/full
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