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. 2025 Sep 22;16:1644341. doi: 10.3389/fpsyt.2025.1644341

Table 6.

Predictive performance of static baseline models for violent behavior.

Model type Sensitivity Specificity Positive predictive value Negative predictive value Accuracy AUC
MLP 0.4595 0.8806 0.6800 0.7468 0.7308 0.5484
RF 0.2973 0.8060 0.4583 0.6750 0.6250 0.6769
KNN 0.2973 0.8358 0.5000 0.6829 0.6442 0.6480
SVM 0.4865 0.8955 0.7200 0.7595 0.7500 0.7691
LR 0.4846 0.8955 0.7200 0.7595 0.7500 0.7953
XGBoost 0.4865 0.9104 0.7500 0.7625 0.7596 0.7749