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. 2025 Aug 26;15:31330. doi: 10.1038/s41598-025-16551-y

Table 5.

Ablative analysis of each component in the proposed neural architecture.

Components F1-score Test acc Precision Recall
DGAT (✗ FeatureGAT) 0.812 91.27% 0.823 0.801
DGAT (✗ TempGAT) 0.781 87.62% 0.794 0.769
DGAT (✗ Regularizer) 0.835 90.13% 0.846 0.819
DGAT (✗ Cross Attention) 0.882 92.51% 0.903 0.874
DGAT (✓ All Components) 0.971 97.35% 0.979 0.982