Development and Evaluation of Machine Learning Models and Nomogram for the Prediction of Severe Acute Pancreatitis.
Zhu LuoJialin ShiYangyang FangShunjie PeiYutian LuRuxia ZhangXin YeWenxing WangMengtian LiXiangjun LiMengyue ZhangGuangxin XiangZhifang PanXiao-Qun ZhengPublished in: Journal of gastroenterology and hepatology (2023)
Our findings suggested that the RF model exhibited the best predictive performance, and the nomogram provided a visual scoring model for clinical practice. Our models may serve as practical tools for facilitating personalized treatment options and improving clinical outcomes through pre-treatment stratification of patients with AP.