Machine learning and transformer models for prediction of postoperative pneumonia risk in patients with lower limb fractures

Machine learning and transformer models for prediction of postoperative pneumonia risk in patients with lower limb fractures

Abstract Postoperative pneumonia, a prevalent complication arising from lower limb fracture surgery, can significantly prolong hospitalization periods and elevate mortality rates. Consequently, early prevention and identification of this condition are crucial in improving patient prognosis. In this...

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Bibliographic Details
Main Authors: Yiqun Chen, Mingxuan Ma, Dandan Qu, Chunxiang Xu
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Postoperative pneumonia
Risk factors
Lower extremity fracture
Machine learning model
Transformer
Online Access:https://doi.org/10.1038/s41598-025-04623-y
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