Forecasting ICP elevation based on prescient changes of intracranial pressure waveform morphology

X Hu, P Xu, S Asgari, P Vespa… - IEEE Transactions on …, 2010 - ieeexplore.ieee.org
Interventions of intracranial pressure (ICP) elevation in neurocritical care is currently
delivered only after healthcare professionals notice sustained and significant mean ICP …

Intracranial hypertension prediction using extremely randomized decision trees

F Scalzo, R Hamilton, S Asgari, S Kim, X Hu - Medical engineering & …, 2012 - Elsevier
Intracranial pressure (ICP) elevation (intracranial hypertension, IH) in neurocritical care is
typically treated in a reactive fashion; it is only delivered after bedside clinicians notice …

Predicting secondary insults after severe traumatic brain injury

BW Bonds, S Yang, PF Hu, K Kalpakis… - Journal of Trauma …, 2015 - journals.lww.com
BACKGROUND Secondary insults such as hypotension, hypoxia, cerebral hypoperfusion,
and intracranial hypertension are associated with poor outcome following severe traumatic …

Complex analysis of intracranial hypertension using approximate entropy

R Hornero, M Aboy, D Abasolo, J McNames… - Critical care …, 2006 - journals.lww.com
Objective: To determine whether decomplexification of intracranial pressure dynamics
occurs during periods of severe intracranial hypertension (intracranial pressure> 25 mm Hg …

Forecasting intracranial hypertension using multi-scale waveform metrics

M Hüser, A Kündig, W Karlen… - Physiological …, 2020 - iopscience.iop.org
Objective: Acute intracranial hypertension is an important risk factor of secondary brain
damage after traumatic brain injury. Hypertensive episodes are often diagnosed reactively …

Artificial neural network based intracranial pressure mean forecast algorithm for medical decision support

F Zhang, M Feng, SJ Pan, LY Loy… - … Conference of the …, 2011 - ieeexplore.ieee.org
Although the future mean of intracranial pressure (ICP) is of critical concern of many
clinicians for timely medical treatment, the problem of forecasting the future ICP mean has …

Design and implementation of a portable physiologic data acquisition system

K Vinecore, M Aboy, J McNames… - Pediatric Critical Care …, 2007 - journals.lww.com
Objective: To describe and report the reliability of a portable, laptop-based, real-time,
continuous physiologic data acquisition system (PDAS) that allows for synchronous …

Machine Learning Approaches for Patient Monitoring in the intensive care unit

M Hüser - 2021 - research-collection.ethz.ch
Patient monitoring in the ICU abounds with challenges that can be addressed using modern
machine learning methods. One of the most pressing issues is how to distill features, ie …

Real-time analysis of intracranial pressure waveform morphology

F Scalzo, R Hamilton, X Hu - Adv Top Neurol Disord InTech, 2012 - books.google.com
The cranial vault is composed of four fundamental components: arterial blood, venous
blood, cerebrospinal fluid (CSF), and brain parenchyma. Intracranial pressure (ICP) …

[PDF][PDF] Complex Analysis of Intracranial Hypertension Using Approximate Entropy

M Aboy, D Abasolo, J McNames, W Wakeland… - Systems Science Faculty … - core.ac.uk
Objective: To determine if decomplexification of intracranial pressure (ICP) dynamics occurs
during periods of severe intracranial hypertension (ICP> 25 mmHg for longer than 5 minutes …