Table 3 Single-view features performance.
Features Extractors | Optimal strategy | AUC | ACC | MCC | Sen | Spe | Pre | F1 | AUPR |
|---|---|---|---|---|---|---|---|---|---|
ProtBert | Mean pooling | 0.955 | 0.890 | 0.780 | 0.879 | 0.901 | 0.903 | 0.891 | 0.960 |
OHE | 3 kmer | 0.937 | 0.864 | 0.730 | 0.849 | 0.881 | 0.883 | 0.865 | 0.945 |
Glove | 3 kmer | 0.926 | 0.853 | 0.708 | 0.824 | 0.883 | 0.882 | 0.852 | 0.934 |
FastText | 3 kmer | 0.920 | 0.852 | 0.708 | 0.805 | 0.901 | 0.896 | 0.848 | 0.925 |
Word2vec | 5 kmer | 0.739 | 0.699 | 0.401 | 0.664 | 0.736 | 0.727 | 0.694 | 0.755 |
ESM | – | 0.895 | 0.854 | 0.708 | 0.839 | 0.869 | 0.867 | 0.853 | 0.878 |
ProtT5 | – | 0.934 | 0.890 | 0.780 | 0.903 | 0.877 | 0.884 | 0.893 | 0.918 |