Machine learning algorithms for improved prediction of in-hospital outcomes after moderate-to-severe traumatic brain injury: a Chinese retrospective cohort study
Z Zhang, SJ Wang, K Chen, AA Yin, W Lin, YL He - Acta neurochirurgica, 2023 - Springer
Aim Controversy remains high over the superiority of advanced machine learning (ML)
algorithms to conventional logistic regression (LR) in the prediction of prognosis after …
algorithms to conventional logistic regression (LR) in the prediction of prognosis after …
Machine learning models for predicting in-hospital outcomes after non-surgical treatment among patients with moderate-to-severe traumatic brain injury
A Yin, Y He, X Zhang, Z Fei, W Lin, B Song - Journal of Clinical …, 2024 - Elsevier
Aim This study aims to develop prediction models for in-hospital outcomes after non-surgical
treatment among patients with moderate-to-severe traumatic brain injury (TBI). Method We …
treatment among patients with moderate-to-severe traumatic brain injury (TBI). Method We …
Machine learning prediction models for in-hospital postoperative functional outcome after moderate-to-severe traumatic brain injury
A Yin, X Zhang, Y He, J Zhao, X Zhang, Z Fei… - European Journal of …, 2024 - Springer
Aim This study aims to utilize machine learning (ML) and logistic regression (LR) models to
predict surgical outcomes among patients with traumatic brain injury (TBI) based on …
predict surgical outcomes among patients with traumatic brain injury (TBI) based on …
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 …
reported in various fields. However, in traumatic brain injury (TBI) cohorts, few studies have …
Machine learning‐based models to predict the need for neurosurgical intervention after moderate traumatic brain injury
A Habibzadeh, S Khademolhosseini… - Health Science …, 2023 - Wiley Online Library
Abstract Background and Aims Traumatic brain injury (TBI) is a widespread global health
issue with significant economic consequences. However, no existing model exists to predict …
issue with significant economic consequences. However, no existing model exists to predict …
Mortality prediction in severe traumatic brain injury using traditional and machine learning algorithms
X Wu, Y Sun, X Xu, EW Steyerberg… - Journal of …, 2023 - liebertpub.com
Prognostic prediction of traumatic brain injury (TBI) in patients is crucial in clinical decision
and health care policy making. This study aimed to develop and validate prediction models …
and health care policy making. This study aimed to develop and validate prediction models …
Predicting outcome in patients with brain injury: differences between machine learning versus conventional statistics
Defining reliable tools for early prediction of outcome is the main target for physicians to
guide care decisions in patients with brain injury. The application of machine learning (ML) …
guide care decisions in patients with brain injury. The application of machine learning (ML) …
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 …
prediction of mortality in patients with isolated moderate and severe traumatic brain injury …
Prognosis prediction in traumatic brain injury patients using machine learning algorithms
Predicting treatment outcomes in traumatic brain injury (TBI) patients is challenging
worldwide. The present study aimed to achieve the most accurate machine learning (ML) …
worldwide. The present study aimed to achieve the most accurate machine learning (ML) …
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 …
accounting for a major burden of morbidity, mortality, disability, and socioeconomic losses …
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