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Table 3 F1 score of Random Forest classification models

From: Total mutational load and clinical features as predictors of the metastatic status in lung adenocarcinoma and squamous cell carcinoma patients

 

No PCA

PCA

Oversample

Undersample

No resample

Oversample

Undersample

No resample

Clinical Features + TML

0.59 [0.55, 0.63]

0.32 [0.28, 0.36]

0.64 [0.62, 0.66]

0.55 [0.51, 0.59]

0.32 [0.27, 0.37]

0.61 [0.58, 0.64]

Clinical Features

0.49 [0.45, 0.52]

0.32 [0.27, 0.36]

0.59 [0.56, 0.63]

0.47 [0.44, 0.51]

0.32 [0.28, 0.36]

0.57 [0.52, 0.61]

Clinical Features (excl. tumour stage) + TML

0.07 [0.00, 0.11]

0.12 [0.09, 0.14]

0.00 [0.00, 0.04]

0.03 [0.00, 0.08]

0.12 [0.09, 0.14]

0.04 [0.00, 0.07]

Clinical Features (excl. tumour stage)

0.13 [0.08, 0.16]

0.13 [0.09, 0.16]

0.18 [0.11, 0.21]

0.13 [0.09, 0.17]

0.13 [0.09, 0.16]

0.18 [0.09, 0.23]