Together, these results indicate that although HB had only a few hundred unique instances—as is often the case for rare diseases—we found that a rational combination of classifier algorithms leveraged HemB-Class’ performance and led to correct predictions of the association between amino acid substitutions and the severity of HB. The gene discussed is F9; the disease is hemoglobin measurement.