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. 2019 Nov 22;10:5316. doi: 10.1038/s41467-019-13297-w

Table 1.

Performance of the ElemNet models from 10-fold cross-validation in MAE (eV/atom).

Data set Size Scratch [SC] OQMD-SC Transfer Learning [TL]
OQMD 341,000 0.0417 ± 0.0000
JARVIS 11,050 0.0546 ± 0.0019 0.0821 ± 0.0000 0.0311 ± 0.0012
Materials project 23,641 0.0326 ± 0.0009 0.1084 ± 0.0000 0.0248 ± 0.0006
Experimental 1963 0.1299 ± 0.0136 0.1354 ± 0.0000 0.0642 ± 0.0061