Yang Yang, Liulei Zhou, Jinhua Luo, Jianhua Xue, Jiajia Liu, Jiajia Zhang, Ziheng Wang, Peipei Gong, Tianxi Chen
BACKGROUND: Traumatic brain injury (TBI) is the major reason for the death of young people and is well known for its high mortality and morbidity. This paper aim to predict the 24h survival of patients with TBI. METHODS: A total of 1224 samples were involved in this analysis, and the clinical indicators involved included age, gender, blood pressure, MGAP and other fields, among which the target variable was "outcome", which was a binary variable. The methods mainly involved in this paper include data visualization analysis, single factor analysis, feature engineering analysis, random forest model (RF), K-Nearst Neighbors (KNN) model, and so on...
May 15, 2024: Heliyon