Predicting the trajectory of intracranial pressure in patients with traumatic brain injury: evaluation of a foundation model for time series

Patients with traumatic brain injury (TBI) often experience pathological increases in intracranial pressure (ICP), leading to intracranial hypertension (tIH), a common and serious complication. Early warning of an impending rise in ICP could potentially improve patient outcomes by enabling preemptiv...

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Bibliographic Details
Published in:arXiv.org 2024-10
Main Authors: van Leeuwen, Florian D, Bhattacharyay, Shubhayu, Carriero, Alex, Ethan Jacob Moyer, Moberg, Richard
Format: Article
Language:English
Subjects:
Brain
Head injuries
Hypertension
Injury prevention
Intracranial pressure
Prediction models
Predictions
Preempting
Online Access:Get full text
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Summary:Patients with traumatic brain injury (TBI) often experience pathological increases in intracranial pressure (ICP), leading to intracranial hypertension (tIH), a common and serious complication. Early warning of an impending rise in ICP could potentially improve patient outcomes by enabling preemptive clinical intervention. However, the limited availability of patient data poses a challenge in developing reliable prediction models. In this study, we aim to determine whether foundation models, which leverage transfer learning, may offer a promising solution.
ISSN:2331-8422