Model performance measures | Various TB screening models to predict bacteriologically confirmed TB | |||||
---|---|---|---|---|---|---|
Combined models | Social pathology model | TB-SS models | Validated data of social pathology model (Bootstrap resampling = 500) | |||
A | B | C | D | E | C | |
Overall performance | ||||||
 Nagelkerke R2 | 12.9% | 11.8% | 11.5% | 2.7% | 0.6% | 11.9% (95% CI 9.8–13.8%) |
 Brier score | 0.0059 | 0.0059 | 0.006 | 0.006 | 0.006 | 0.0058 (95% CI 0.005–0.006) |
Calibration | ||||||
 Hosmer–Lemeshow test | 0.005 | 0.604 | 0.787 | 1 | 1 | 0.502 |
 Slope | 1 | 1 | 1 | 1 | 1 | 1 |
 Intercept | 0 | 0 | 0 | 0 | 0 | 0 |
 Eavg | 0.001 | 0.000 | 0.000 | 0.000 | 0.000 | 0.0006 (95% CI 0.0003–0.001) |
 Emax | 0.190 | 0.138 | 0.093 | 0.000 | 0.000 | 0.126 (95% CI 0.03–0.295) |
Discrimination | ||||||
 AUC | 81.7 | 80.7 | 80.5 | 63.7 | 55.2 | 80.8 (95% CI 78.3–83.0) |
 DeLong p value | 0.0136 | 0.3606 | Reference | 0.0001 | 0.0001 |  |
 Discrimination slope | 0.018 | 0.015 | 0.015 | 0.002 | 0.001 | 0.012 (95% CI 0.004–0.018) |