Predictive Modeling and Integrated Risk Assessment of Postoperative Mortality and Pneumonia in Traumatic Brain Injury Patients through Clustering and Machine Learning: Retrospective Study

Predictive Modeling and Integrated Risk Assessment of Postoperative Mortality and Pneumonia in Traumatic Brain Injury Patients through Clustering and Machine Learning: Retrospective Study

This study harnessed machine learning to forecast postoperative mortality (POM) and postoperative pneumonia (PPN) among surgical traumatic brain injury (TBI) patients. Our analysis centered on the following key variables: Glasgow Coma Scale (GCS), midline brain shift (MSB), and time from injury to e...

Full description

Bibliographic Details
Main Authors: Jong-Ho Kim, Kyung-Min Chung, Jae-Jun Lee, Hyuk-Jai Choi, Young-Suk Kwon
Format: Article
Language:English
Published: MDPI AG 2023-10-01
Series:Biomedicines
Subjects:
traumatic brain injury
surgery
mortality
pneumonia
machine learning
clustering
Online Access:https://www.mdpi.com/2227-9059/11/11/2880

Internet

https://www.mdpi.com/2227-9059/11/11/2880

Similar Items