The evaluation of the biochemical panels' experimental reproducibility revealed that the average absolute error for identical ligand-protein pairs in pIC 50 data (pX for IC 50 ) is approximately 0.5 units . This observation allows us to indirectly estimate the inherent error in the experimental data, setting a limit on the maximum achievable accuracy of the machine learning models developed from these data ( See Figure ).