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. 2019 Mar 22;5(3):eaav1190. doi: 10.1126/sciadv.aav1190

Table 1. RMSE and r2 results for all models and datasets in this study.

Method Train/test Validation RMSE (meV) r2
TB 300 K/rigid 54.7 ± 1.0 0.780 ± 0.001
TB 500 K/rigid 66.7 ± 1.3 0.790 ± 0.001
ANN 300 K/rigid 13.5 ± 0.5 0.989 ± 0.001
ANN 500 K/rigid 19.7 ± 0.6 0.984 ± 0.001
ANN 300 K/flexible 90.7 ± 0.6 0.573 ± 0.008
ANN 500 K/flexible 121.7 ± 0.9 0.466 ± 0.009
ANN 300 K/rigid 500 K/rigid 29.3 ± 1.2 0.964 ± 0.003
ANN 500 K/rigid 300 K/rigid 12.4 ± 0.5 0.990 ± 0.007
ANN 300 K/flexible 300 K/rigid 61.4 ± 2.0 0.752 ± 0.016
ANN 500 K/flexible 500 K/rigid 82.7 ± 1.7 0.704 ± 0.010