Table 14 LSTM 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 | \({Sensitivity}_{1k}\) | \({Specificity}_{1k}\) | \({PPV}_{1k}\) | \({NPV}_{1k}\) | \({Accuracy}_{1k}\) |
|---|---|---|---|---|---|---|---|
Viral hepatitis | 23,929 | 35,894 | 60.84 | 94.05 | 87.21 | 78.27 | 80.77 |
Influenza | 3890 | 5835 | 70.16 | 91.62 | 84.81 | 82.16 | 83.04 |
Tuberculosis | 5313 | 7970 | 68.81 | 92.28 | 85.59 | 81.61 | 82.89 |
Hand-foot-and-mouth disease | 1573 | 2360 | 80.53 | 95.41 | 92.12 | 88.03 | 89.46 |
Syphilis | 916 | 1374 | 82.72 | 90.56 | 85.38 | 88.71 | 87.42 |
Infectious diarrhea | 508 | 762 | 82.95 | 84.63 | 78.25 | 88.16 | 83.96 |
Scarlatina fever | 409 | 614 | 85.76 | 90.03 | 85.14 | 90.47 | 88.32 |
COVID-19 | 87 | 131 | 81.31 | 92.24 | 87.44 | 88.14 | 87.88 |
Weighted average by test sample size | – | – | 65.01 | 93.33 | 86.74 | 80.14 | 82.00 |
