The GNN-MG improved the metrics over the rest of the models. The results obtained in Table for the GNN models suggest that global features and hydrogen bond information improved the performance of the model. Also, the message-passing scheme is different compared with the GCN. The combination of the node, edge, and global features of the GNN-MG has a considerable advantage against the GCN, where only node information is updated.