Based on the results and insights gained in this study, we present a simple decision flowchart (Figure ) to outline our recommended procedures when considering whether to augment GNN models with QM descriptors. The rationale and supporting evidence for the decision logic at each step are provided in detail in the results and analysis section. In general, decisions can be made within the following six steps: