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

Table 2.

Performance metrics for predicting metastatic and Non-Metastatic esophageal cancer using various algorithms on test set and external dataset

Algorithms Precision Recall F1-Score ACC AUC
Meta Non-Meta Meta Non-Meta Meta Non-Meta
SVC 0.71 0.50 0.67 0.56 0.69 0.53 0.62 0.63
LR 0.79 0.60 0.73 0.67 0.76 0.63 0.71 0.83
DT 0.75 0.44 0.40 0.78 0.52 0.56 0.54 0.49
AdaBoost 0.69 045 0.60 0.56 0.64 0.50 0.65 0.58
RFC 0.85 0.64 0.73 0.78 0.79 0.70 0.75 0.75
KNN 0.88 1 1 0.78 0.94 0.88 0.92 0.92

KNN

(External Test set)

0.82 0.89 0.90 0.80 0.86 0.84 0.85 0.84