In this report, we use a selective voting ensemble classification approach (SVA) [47, 48] in conjunction with a battery of classification techniques and salivary biomarkers (IL-1ß, IL-6, MIP-1α, MMP-8) to discern clinically-labeled gingivitis and periodontitis groups. The gene discussed is MMP8; the disease is periodontitis.