Based on the oral microbiome data corresponding to the saliva samples obtained from the above process, seven machine learning models, including logistic regression (LR), naive Bayes (NB), K-nearest neighbors (KNN), gradient boosting decision trees (GBDT), extreme random forest (ET), random forest (RF), and extreme gradient boosting (XGB), are used to predict lung nodule risk.


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