Table 2 Summarized simulation study results of the performance of logic regression
Disease | True Relative Risk | Exposure Scenario | Sensitivitya | Specificitya | Relative bias | Relative root mean square error (RRMSE) | ||
|---|---|---|---|---|---|---|---|---|
Logic regression | Known H(Xt) | Logic regression | Known H(Xt) | |||||
All Circulatory System Diseases | 1.01 | E1 | 50% | 99% | −0.56% | −0.01% | 1.09% | 0.55% |
E2 | 35% | 98% | −0.84% | − 0.04% | 1.59% | 0.69% | ||
E3 | 23% | 98% | −1.13% | −0.28% | 2.02% | 0.85% | ||
1.05 | E1 | 100% | 100% | −0.11% | − 0.11% | 0.69% | 0.69% | |
E2 | 99% | 100% | −0.03% | 0.03% | 0.99% | 0.71% | ||
E3 | 98% | 100% | −0.09% | −0.02% | 1.23% | 1.00% | ||
All Renal Diseases | 1.01 | E1 | 34% | 99% | −0.40% | 0.36% | 1.39% | 1.10% |
E2 | 36% | 98% | −0.27% | 0.10% | 2.03% | 1.26% | ||
E3 | 26% | 98% | −0.92% | −0.22% | 3.03% | 1.61% | ||
1.05 | E1 | 93% | 100% | −0.14% | 0.12% | 1.75% | 1.21% | |
E2 | 82% | 100% | −1.00% | 0.18% | 3.29% | 1.16% | ||
E3 | 73% | 99% | −1.37% | −0.16% | 3.31% | 1.57% | ||
Heat-Related Illnesses | 1.01 | E1 | 19% | 99% | −0.57% | 0.35% | 6.58% | 5.61% |
E2 | 29% | 98% | 0.30% | 1.05% | 12.02% | 6.93% | ||
E3 | 17% | 98% | 0.09% | 0.91% | 16.21% | 9.03% | ||
1.05 | E1 | 33% | 98% | −2.53% | −0.23% | 8.43% | 6.44% | |
E2 | 30% | 98% | −0.83% | 0.45% | 11.66% | 6.40% | ||
E3 | 23% | 98% | −3.07% | −0.92% | 16.42% | 9.10% | ||