Table 1 Comparison of machine learning models.

From: Predicting the hub interactome of COVID-19 and oral squamous cell carcinoma: uncovering ALDH-mediated Wnt/β-catenin pathway activation via salivary inflammatory proteins

Model

AUC

CA

F1

Precision

LogLoss

Specificity

Random forest

0.936

0.849

0.836

0.853

0.400

0.659

Naive Bayes

0.630

0.661

0.659

0.657

0.622

0.488

Neural network

0.556

0.720

0.602

0.518

0.593

0.280

Gradient boosting

0.950

0.862

0.851

0.868

0.368

0.682

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