[HTML][HTML] Prediction performance of the machine learning model in predicting mortality risk in patients with traumatic brain injuries: a systematic review and meta …

J Wang, MJ Yin, HC Wen - BMC medical informatics and decision making, 2023 - Springer
Purpose With the in-depth application of machine learning (ML) in clinical practice, it has
been used to predict the mortality risk in patients with traumatic brain injuries (TBI). However …

[HTML][HTML] Machine learning-based model for predicting inpatient mortality in adults with traumatic brain injury: a systematic review and meta-analysis

Z Wu, J Lai, Q Huang, L Lin, S Lin, X Chen… - Frontiers in …, 2023 - frontiersin.org
Background and objective Predicting mortality from traumatic brain injury facilitates early
data-driven treatment decisions. Machine learning has predicted mortality from traumatic …

[HTML][HTML] Mortality prediction in patients with isolated moderate and severe traumatic brain injury using machine learning models

CS Rau, PJ Kuo, PC Chien, CY Huang, HY Hsieh… - PloS one, 2018 - journals.plos.org
Background The purpose of this study was to build a model of machine learning (ML) for the
prediction of mortality in patients with isolated moderate and severe traumatic brain injury …

[HTML][HTML] Machine learning algorithms for predicting outcomes of traumatic brain injury: A systematic review and meta-analysis

E Courville, SF Kazim, J Vellek… - Surgical neurology …, 2023 - ncbi.nlm.nih.gov
Background: Traumatic brain injury (TBI) is a leading cause of death and disability
worldwide. The use of machine learning (ML) has emerged as a key advancement in TBI …

[HTML][HTML] Prediction of in-hospital mortality in patients with post traumatic brain injury using National Trauma Registry and Machine Learning Approach

A Abujaber, A Fadlalla, D Gammoh… - Scandinavian journal of …, 2020 - Springer
Background The use of machine learning techniques to predict diseases outcomes has
grown significantly in the last decade. Several studies prove that the machine learning …

Machine learning to predict in-hospital morbidity and mortality after traumatic brain injury

K Matsuo, H Aihara, T Nakai, A Morishita… - Journal of …, 2020 - liebertpub.com
Recently, successful predictions using machine learning (ML) algorithms have been
reported in various fields. However, in traumatic brain injury (TBI) cohorts, few studies have …

Prediction of mortality among patients with isolated traumatic brain injury using machine learning models in Asian countries: An international multi-center cohort study

J Song, SD Shin, SF Jamaluddin, WC Chiang… - Journal of …, 2023 - liebertpub.com
Traumatic brain injury (TBI) is a significant healthcare concern in several countries,
accounting for a major burden of morbidity, mortality, disability, and socioeconomic losses …

[HTML][HTML] Predicting outcome of traumatic brain injury: is machine learning the best way?

R Bruschetta, G Tartarisco, LF Lucca, E Leto, M Ursino… - Biomedicines, 2022 - mdpi.com
One of the main challenges in traumatic brain injury (TBI) patients is to achieve an early and
definite prognosis. Despite the recent development of algorithms based on artificial …

[HTML][HTML] Prediction of in-hospital mortality in patients on mechanical ventilation post traumatic brain injury: machine learning approach

A Abujaber, A Fadlalla, D Gammoh… - BMC medical informatics …, 2020 - Springer
Background The study aimed to introduce a machine learning model that predicts in-hospital
mortality in patients on mechanical ventilation (MV) following moderate to severe traumatic …

[HTML][HTML] Systematic review of prognostic models in traumatic brain injury

P Perel, P Edwards, R Wentz, I Roberts - BMC medical informatics and …, 2006 - Springer
Background Traumatic brain injury (TBI) is a leading cause of death and disability world-
wide. The ability to accurately predict patient outcome after TBI has an important role in …