Table 2.
Equalized odds evaluation for COVID-19 prediction task (ethnicity mitigation) on prospective and external test sets, optimized to sensitivities of 0.9.
| Prospective Validation | External Validation | |||||||
|---|---|---|---|---|---|---|---|---|
| OUH (n = 22,857, prevalence = 8.80%) | PUH (n = 37,896, prevalence = 5.29%) | UHB (n = 10,293; prevalence = 4.27%) | BH (n = 1177; prevalence = 12.2%) | |||||
| Basic | Adv | Basic | Adv | Basic | Adv | Basic | Adv | |
| TP SD | 0.0387 | 0.0224 | 0.0490 | 0.0480 | 0.0985 | 0.0975 | 0.0964 | 0.0954 |
| FP SD | 0.0574 | 0.0539 | 0.0361 | 0.0361 | 0.0510 | 0.0387 | 0.1039 | 0.0970 |
Results reported as SD of true positive and false positive rates, across all ethnicity labels. Bolded values denote best scores.