Table 3. Sensitivity, specificity, PPV, NPV, and accuracy of clinical, radiology, and AI findings in predicting the critical cases.
Findings | Sensitivity | Specificity | PPV | NPV | Accuracy |
---|---|---|---|---|---|
AI − %CL | 55.6 [40.00 to 70.36] |
68.9 [53.35 to 81.83] |
64.1 [51.81 to 74.78] |
60.78 [51.43 to 69.41] |
62.2 [51.38 to 72.23] |
Radiologist-%CL | 53.3 [37.87 to 68.34] |
64.4 [48.78 to 78.13] |
60.0 [48.16 to 70.77] |
58.0 [48.56 to 66.89] |
58.9 [48.02 to 69.16] |
SpO2 < 88% | 69.8 [53.87 to 82.82] |
90.9 [78.33 to 97.47] |
88.4 [74.27 to 95.12] |
75.5 [65.93 to 83.03] |
80.5 [70.57 to 88.19] |
Immunocompromised | 24.4 [12.88 to 39.54] |
95.6 [84.85 to 99.46] |
84.6 [56.36 to 95.91] |
55.8 [51.43 to 60.17] |
60.0 [49.13 to 70.19] |
Comorbidities | 60.0 [44.33 to 74.30] |
64.4 [48.78 to 78.13] |
62.8 [51.58 to 72.78] |
61.7 [51.46 to 71.00] |
62.2 [51.38 to 72.23] |
Clinical model(SpO2 < 88%, Immunocompromised, Comorbidities) | 79.1 [63.96 to 89.96] |
86.4 [72.65 to 94.83] |
85.0 [72.62 to 92.37] |
80.8 [70.01 to 88.42] |
82.8 [73.16 to 90.02] |
Radiology and clinical model | 76.7 [63.96 to 89.96] |
88.9 [75.44 to 96.21] |
86.8 [74.60 to 94.03] |
80.0 [70.60 to 88.66] |
82.9 [74.48 to 90.91] |
AI and clinical model | 79.1 [61.37 to 88.24] |
88.6 [78.33 to 97.47] |
87.2 [76.16 to 95.52] |
81.2 [69.75 to 87.40] |
83.9 [74.48 to 90.91] |
PPV: positive predictive value; NPV: negative predictive value; AI = artificial intelligence; %CL = fraction of compromised lung parenchyma; SpO2 = oxygen saturation.