Predicting Macrolide Resistance in Pediatric Mycoplasma pneumoniae Pneumonia: A Machine Learning Modeling Study

This is the first externally validated machine learning model to accurately predict macrolide resistance in children with Mycoplasma pneumoniae pneumonia, establishing a data-driven approach to guide personalized antibiotic therapy.本模型为首个经外部验证的机器学习模型（machine learning model），可精准预测肺炎支原体肺炎（Mycoplasma pneumoniae pneumonia）患儿的大环内酯类耐药性（macrolide resistance），并建立了一套数据驱动的方法以指导个体化抗生素治疗。