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. 2022 Mar 31;7(14):12138–12146. doi: 10.1021/acsomega.2c00424

Table 5. External Validation Results Reinforcing the Effectiveness of the Proposed Modelsa.

  external validation set
  Davis Anastasiadis Davis Metz
method accuracy precision F1-score accuracy precision F1-score
sequence-based 0.69 0.60 0.64 0.66 0.56 0.60
CTD 0.19 0.03 0.06 0.22 0.05 0.08
dNNDRa 0.47 0.67 0.51 0.53 0.51 0.52
dNNDRb 0.76 0.58 0.66 0.70 0.59 0.58
DeepDTA 0.70 0.56 0.68 0.64 0.55 0.57
DeepConv-DTI 0.72 0.61 0.64 0.68 0.56 0.61
a

The best-performing method has been marked in bold. 2. dNNDRa: Att-biLSTM, dNNDRb: Att-biLSTM + descriptors, dNNDRc: biLSTM + gCNN.