Panhui Xiong, Junliang Chen, Yue Zhang, Longlan Shu, Yang Shen, Yue Gu, Yijun Liu, Dayu Guan, Bowen Zheng, Yucheng Yang
Eosinophilic chronic rhinosinusitis (ECRS) is a distinct subset of chronic rhinosinusitis characterized by heightened eosinophilic infiltration and increased symptom severity, often resisting standard treatments. Traditional diagnosis requires invasive histological evaluation. This study aims to develop predictive models for ECRS based on patient clinical parameters, eliminating the need for invasive biopsy. Utilizing logistic regression with lasso regularization, random forest (RF), gradient-boosted decision tree (GBDT), and deep neural network (DNN), we trained models on common clinical data...
February 16, 2024: IScience