Development and validation of a predictive nomogram for ventilator-associated pneumonia in patients with traumatic brain injury: based on the MIMIC-IV database | Synapse
March 3, 2026Open Access
Development and validation of a predictive nomogram for ventilator-associated pneumonia in patients with traumatic brain injury: based on the MIMIC-IV database
Key Points
High-performance predictive model aids in identifying ventilator-associated pneumonia risk early, supporting timely intervention.
Validation based on the MIMIC-IV database reinforces reliability and accuracy of the risk assessment tool for clinicians.
This predictive model provides a practical framework for guiding pneumonia prevention strategies for traumatic brain injury patients.
Potential impact could lead to reduced rates of pneumonia and better outcomes for patients on ventilators, emphasizing a significant clinical advance.
Abstract
We have developed and validated a predictive model for VAP in TBI patients. This high-performance tool can assist clinicians in early identification of high-risk cases and guide prevention strategies.