The analysis of the residual plots on the test set showed deviations between the model's predictions and the actual binding affinity values for some data points. This observation prompted a more in-depth evaluation of the model's predictive abilities, specifically identifying whether these errors were associated with specific protein families. Additionally, we searched for which protein families the GCN demonstrated a higher accuracy.