As part of our analysis we attempt to retrospectively evaluate the influence our predicted values would have had on the original synthetic decisions undertaken in the fragment optimisations. Overall this is a rather difficult task with many caveats, including; synthetic decisions not always being well defined, steps involving testing affinity changes between more than one ligand pair, and inequalities in the difficulty between synthetic steps. For example;