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. 2025 Aug 21;23:945. doi: 10.1186/s12967-025-06914-4

Table 3.

Performance metrics of the best models for predicting signaling pathways in esophageal cancer

Pathway Models (best) Precision Recall F1-Score ACC AUC
0 1 0 1 0 1
PI3K AdaBoost 0.75 0.96 0.75 0.96 0.75 0.96 0.93 0.92
mTOR DT 0.88 0.80 0.96 0.57 0.92 0.67 0.87 0.64
p53 AdaBoost 0.67 0.96 0.67 0.96 0.67 0.96 0.93 0.76
PTEN DT 0.83 0.57 0.87 0.50 0.85 0.53 0.77 0.74