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. 2023 Jul 11;23:647. doi: 10.1186/s12885-023-10848-9

Table 2.

Random Forest Model Results

Scoring Metric Model
Testing set (5-Fold CV) Genes-Only Microbes-Only Genes-and-Microbes
Accuracy 0.94 0.76 0.8
Out-of-Bag Score 0.73 0.74 0.74
F1 Score 0.95 0.79 0.84
ROC AUC Score 0.94 0.75 0.78
Recall Score 0.95 0.8 0.93
Precision Score 0.95 0.78 0.77
Validation Set (30 held-out samples)
Accuracy 0.9 0.7 0.87
F1 Score 0.9 0.76 0.88
ROC AUC Score 0.9 0.76 0.89
Recall Score 0.93 0.64 0.79
Precision Score 0.87 0.93 1