Table 3 Performance of the models on test data
Indication | Model | Mean absolute percentage error (%) | Root mean squared error (min) | Mean absolute error (min) |
|---|---|---|---|---|
Hip (n = 526) | XGBoost | 22.66 (21.10-24.28) | 17.18 (15.42-19.00) | 12.13 (11.27–13.02) |
Linear multivariable regression | 23.89 (22.16–25.72) | 17.68 (15.94–19.50) | 12.51 (11.63–13.44) | |
Knee (n = 400) | XGBoost | 23.30 (19.96–23.61) | 19.03 (16.93–21.39) | 13.61 (12.56–14.73) |
Linear multivariable regression | 21.51 (19.66–23.49) | 19.24 (17.04–21.64) | 13.55 (12.45–14.69) |