“…Research has presented several differences between exclusive e-cigarette users and dual users, but the variability in results and definitions used makes it difficult to compare these differences [19]. Review of relevant literature has identified four clusters of differences between dual users and e-cigarette users [9,13,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34]. While previous research looked at differences between dual users and exclusive e-cigarette users on an individual factor level or combined two clusters in an analysis, the goal of our study is to provide aggregated data by combining all the clusters of factors identified with machine learning [9,13,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34].…”