Table 4:
Performance of LASSO algorithm for detecting incident HIV infection in the development cohort.
| Percentile of HIV risk score used to define test positivity |
Risk score (out of 100,000) |
Sensitivity (%) |
Specificity (%) |
Positive predictive value (%) |
Negative predictive value (%)a |
|---|---|---|---|---|---|
| 10% | 0 | 100 | 65·4 | 0·04 | 100 |
| 20% | 0 | 100 | 65·4 | 0·04 | 100 |
| 30% | 0 | 100 | 65·4 | 0·04 | 100 |
| 40% | 0 | 100 | 65·4 | 0·04 | 100 |
| 50% | 0 | 100 | 65·4 | 0·04 | 100 |
| 60% | 0 | 100 | 65·4 | 0·04 | 100 |
| 70% | 1 | 96·0 | 70·3 | 0·04 | 100 |
| 80% | 2 | 94·7 | 80·4 | 0·06 | 100 |
| 90% | 8 | 77·3 | 90·0 | 0·10 | 100 |
| 91% | 9 | 71·3 | 91·0 | 0·10 | 100 |
| 92% | 10 | 70·0 | 92·0 | 0·11 | 100 |
| 93% | 11 | 70·0 | 93·1 | 0·13 | 100 |
| 94% | 12 | 68·7 | 94·2 | 0·15 | 100 |
| 95% | 13 | 67·3 | 95·0 | 0·18 | 100 |
| 96% | 15 | 64·7 | 96·3 | 0·22 | 100 |
| 97% | 18 | 56·7 | 97·0 | 0·25 | 100 |
| 98% | 25 | 50·7 | 98·0 | 0·33 | 100 |
| 99% | 32 | 41·3 | 99·0 | 0·54 | 100 |
High negative predictive values reflect the low HIV incidence in the population.