HERALD OF MEDICINE

Prediction of Linezolid-induced Thrombocytopenia Based on Machine Learning Algorithm

LIAO Ru, CUI Yi, CHENG Xiaoliang, WANG Feng, LI Houli, DONG Haiyan

Herald of Medicine, 2025, 44(4): 676-681. DOI: 10.3870/j.issn.1004-0781.2025.04.028

项目	决策树	随机森林	Logistic回归
ACC	0.530 6	0.632 7	0.612 2
PCS	0.291 7	0.391 3	0.375 0
RC	0.538 5	0.692 3	0.692 3
F1-score	0.378 4	0.500 0	0.486 9

Tab.5 Predictive performance evaluation of machine learning models

Other figure/table from this article

Tab.1 Confusion matrix predicted by machine learning model
Tab.2 Comparison of indicators between TP patients and non-TP patients $x ¯$ ±s
Tab.3 Characteristics of the patients in the training set and the testing set $x ¯$ ±s
Tab.4 Confusion matrix predicted by three machine learning model
Fig.1 Receiver operating characteristic (ROC) curves of machine learning models A.Decision tree;B.Random forest;C.Logistic regression.
Fig.2 Variable importance of random forest model