Table 6 TextCNN-Attention results for various infectious diseases.
From: Emerging infectious disease surveillance using a hierarchical diagnosis model and the Knox algorithm
Category of infectious diseases | Number of emerging infectious diseases for test | Number of non-infectious disease for test | \({Sensitivity}_{1k}\) (%) | \( {Specificity}_{1k}\) (%) | \({PPV}_{1k}\) (%) | \({NPV}_{1k}\) (%) | \({Accuracy}_{1\mathrm{k}}\) (%) |
|---|---|---|---|---|---|---|---|
Viral hepatitis | 23,929 | 35,894 | 64.90 | 98.11 | 95.82 | 80.74 | 84.83 |
Influenza | 3890 | 5835 | 73.47 | 97.43 | 95.01 | 84.64 | 87.85 |
Tuberculosis | 5313 | 7970 | 70.88 | 95.80 | 91.83 | 83.15 | 85.83 |
Hand-foot-and-mouth disease | 1573 | 2360 | 85.63 | 98.39 | 97.26 | 91.13 | 93.29 |
Syphilis | 916 | 1374 | 89.74 | 97.60 | 96.14 | 93.45 | 94.45 |
Infectious diarrhea | 508 | 762 | 90.75 | 91.60 | 87.81 | 93.69 | 91.26 |
Scarlatina fever | 409 | 614 | 92.67 | 94.95 | 92.44 | 95.11 | 94.04 |
COVID-19 | 87 | 131 | 86.21 | 96.18 | 93.75 | 91.30 | 92.20 |
Weighted average by test sample size | – | – | 68.91 | 97.57 | 95.07 | 82.63 | 86.11 |
