Figure 4 illustrates the segment-level diabetes prevalence and the impact of bias and error corrections. The raw positive frequencies (FDi, red lines) significantly underestimate diabetes prevalence due to classification errors, particularly among individuals using insulin or other glucose-lowering medications. Here, INS is linked to diabetes mellitus.