Table 3 Overall performance of random forest and XGBoost.

From: Explainable machine learning using EMG and accelerometer sensor data quantifies surgical skill and identifies biomarkers of expertise

Metric

Random forest

XGBoost

Accuracy (%)

71.60

72.53

F1-score (%)

71.43

72.40

MCC (%)

57.57

58.86