INS and type 1 diabetes mellitus: Moreover, multiple factors can influence breath analysis for BGL prediction, namely, medical histories and lifestyles, including carbohydrate intake, physical activity, and insulin administration (particularly for T1DM), which are not easily captured in synthetic data [41].