Research Article
A Method for Prediction of Femoral Component of Hip Prosthesis Durability due to Aseptic Loosening by Using Coffin/Manson Fatigue Model
Table 4
Model evaluation parameters for each of the ten test runs in the cross-validation.
| Run | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 |
| Random chosen patients | 3, 9, 17 | 1, 5, 18 | 12, 14, 15 | 2, 7, 11 | 1, 5, 10 | 4, 11, 17 | 1, 7, 8 | 5, 11, 18 | 1, 2, 16 | 3, 13, 16 | | 0.0381874 | 0.069505 | 0.06584 | 0.055514 | 0.050804 | 0.018742 | 0.002836 | 0.196751 | 0.084587 | 0.001015 | | 1.10642E + 8 | 1.9208E + 10 | 2.16E + 10 | 9.83508E + 7 | 1.1614E + 10 | 2.36563E + 9 | 9.20321E + 8 | 2.8813E + 10 | 2.50708E + 09 | 4.21472E + 7 | | | | | | | | | | | | MSE | 343.098 | 93.1858 | 256.19 | 198.717 | 91.3597 | 180.136 | 169.342 | 103.721 | 131.056 | 361.857 | RMSE | 18.5229 | 9.65328 | 16.0059 | 14.0967 | 9.55823 | 13.4215 | 13.0132 | 10.1844 | 11.448 | 19.0225 | Relative RMSE (%) | 8.08625 | 4.43489 | 7.13702 | 6.13256 | 4.18242 | 5.7603 | 5.86883 | 4.55066 | 5.10919 | 8.31405 | MAE | 15.5688 | 8.16701 | 13.987 | 12.8838 | 8.25818 | 11.8901 | 10.1982 | 8.80112 | 10.1294 | 13.9091 | MBE | 12.4579 | 0.20466 | 13.987 | | 0.63503 | | 5.66352 | 2.31164 | | 10.1132 | MAPE (%) | 6.79663 | 3.75207 | 6.23679 | 5.60488 | 3.61355 | 5.10303 | 4.59932 | 3.93258 | 4.52073 | 6.07914 | R | 0.979059 | 0.977203 | 0.984075 | 0.97586 | 0.972876 | 0.982913 | 0.970239 | 0.979459 | 0.980572 | 0.962632 | SDR | 13.7076 | 9.65111 | 7.78158 | 13.0553 | 9.53711 | 9.42946 | 11.7161 | 9.91855 | 9.24456 | 16.1115 | FACT2 | 0.979059 | 0.977203 | 0.984075 | 0.97586 | 0.972876 | 0.982913 | 0.970239 | 0.979459 | 0.980572 | 0.962632 | IA | 0.970791 | 0.987729 | 0.965396 | 0.982194 | 0.985253 | 0.981262 | 0.981396 | 0.989074 | 0.984831 | 0.968858 |
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