Articles: traumatic-brain-injuries.
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Traumatic brain injury (TBI) brings severe mortality and morbidity risk to patients. Predicting the outcome of these patients is necessary for physicians to make suitable treatments to improve prognosis. The aim of this study is to develop a mortality prediction approach using XGBoost (extreme gradient boosting) in moderate-to-severe TBI. ⋯ Predicting mortality of patients with moderate-to-severe TBI using the XGBoost algorism is more effective and precise than logistic regression. The XGBoost prediction approach is beneficial for physicians to evaluate patients with TBI at high risk of poor outcome.
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Meta Analysis
Post Traumatic Amnesia: A Systematic Review and Meta-Analysis. Proposal for a New Severity Classification.
Posttraumatic amnesia (PTA) duration is used to predict outcome after traumatic brain injury (TBI): however, no meta-analysis exists. ⋯ PTA duration was reliable in predicting outcome when <7 days, and especially when >42 days but was often unreliable between 7 and 42 days duration.