BPG is committed to discovery and dissemination of knowledge
Retrospective Study
©The Author(s) 2025.
World J Gastrointest Oncol. Oct 15, 2025; 17(10): 111163
Published online Oct 15, 2025. doi: 10.4251/wjgo.v17.i10.111163
Table 5 Comparison of performance metrics under the clinical threshold corresponding to the maximized Youden index of the three machine learning models
Datasets
Prediction models
Precision
Accuracy
Recall
F1 index
Youden index
Best threshold
Training setDecision tree0.6570.8671.0000.7930.8220.130
Logistic regression0.6410.8560.9890.7780.8000.192
SVM0.6410.8560.9890.7780.8000.173
Validation setDecision tree0.6670.8881.0000.8000.8560.219
Logistic regression0.6110.8550.9710.7500.7930.168
SVM0.7500.9210.9710.8460.8770.195


Write to the Help Desk