Table 3.
Discriminative ability of potential candidate models for predicting hospitalisation from non-specific blood tests
Model | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|
1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | |||
Variables included in the model: | zEosinophils | ● | ● | ● | ● | |||||
zMonocytes | ● | ● | ● | ● | ● | |||||
zNeutrophils | ● | ● | ● | ● | ● | |||||
Age quantile (0–19) | ● | ● | ● | ● | ● | ● | ● | ● | ||
Creatinine | ● | |||||||||
Model for positive stratum (SARS-CoV-2 = 1) |
AUC (area under ROC curve) | 0.839 | 0.810 | 0.862 | 0.856 | 0.899 | 0.897 | 0.910 | 0.940 | |
Standard error | 0.046 | 0.049 | 0.044 | 0.043 | 0.036 | 0.036 | 0.034 | 0.029 | ||
Asymptotic significance | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | ||
AUC 95% CI asymptotic | Lower bound | 0.748 | 0.715 | 0.775 | 0.772 | 0.828 | 0.826 | 0.844 | 0.883 | |
Upper bound | 0.929 | 0.906 | 0.948 | 0.941 | 0.970 | 0.967 | 0.976 | 0.997 | ||
Classification table (cut value = 0.5) | Percentage correct H = 0 | 70.0 | 70.0 | 75.0 | 75.0 | 72.2 | 72.2 | 75.0 | 81.0 | |
Percentage correct H = 1 | 79.1 | 79.1 | 84.6 | 83.7 | 87.2 | 82.1 | 89.7 | 82.9 | ||
Overall percentage | 74.7 | 74.7 | 80.0 | 79.5 | 80.0 | 77.3 | 82.7 | 82.1 | ||
Cases included in the analysis | H = 0 | 40 | 40 | 36 | 40 | 36 | 36 | 36 | 21 | |
H = 1 | 43 | 43 | 39 | 43 | 39 | 39 | 39 | 35 | ||
Total | 83 | 83 | 75 | 83 | 75 | 75 | 75 | 56 | ||
Same model of positive stratum applied to SARS-CoV-2 = 0 cases |
AUC | 0.562 | 0.542 | 0.665 | 0.564 | 0.603 | 0.645 | 0.600 | 0.627 | |
Standard error | 0.036 | 0.043 | 0.045 | 0.037 | 0.044 | 0.047 | 0.044 | 0.049 | ||
Asymptotic significance | 0.069 | 0.214 | 0.000 | 0.061 | 0.012 | 0.000 | 0.016 | 0.003 | ||
AUC 95% CI Asymptotic | Lower bound | 0.492 | 0.459 | 0.576 | 0.492 | 0.518 | 0.553 | 0.513 | 0.532 | |
Upper bound | 0.632 | 0.626 | 0.754 | 0.636 | 0.689 | 0.737 | 0.686 | 0.723 | ||
Cases included in the analysis | H = 0 | 433 | 432 | 382 | 432 | 382 | 382 | 382 | 244 | |
H = 1 | 86 | 86 | 56 | 86 | 56 | 56 | 56 | 55 | ||
Total | 519 | 518 | 438 | 518 | 438 | 438 | 438 | 299 | ||
Difference of the discriminative ability (naïve) | 0.277 | 0.268 | 0.197 | 0.292 | 0.295 | 0.252 | 0.310 | 0.313 | ||
Overall discriminative performance order | 5 | 6 | 8 | 4 | 3 | 7 | 2 | 1 |
AUC, area under the ROC curve; CI, confidence interval;
H, hospitalisation (0 = false; 1 = regular ward, semi-intensive care, or ICU).
SARS-CoV-2 (acute respiratory syndrome coronavirus 2): result of the exam for SARS-CoV-2 RT-PCR (0 = negative; 1 = positive) (reverse transcription – polymerase chain reaction).