At the time of writing, the authors propose that using a global node to describe molecule-wide properties in GNNs is novel. By including this feature in the innate graph, we hypothesize that solvent effects can be considered in the highly expressive embedding space generated by Graphormer. This node means that phase effects will be considered by the attention heads and can benefit from context.