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. 2021 Oct 14;11:20384. doi: 10.1038/s41598-021-99986-3

Table 3.

Comparison of model performance with Radiologist labels.

Class Radiologist 1 Radiologist 2 Radiologist 3 Radiologist 4 Radiologist Consensus CovIx
Accuracy
Normal 0.92 0.79 0.77 0.87 0.88 0.86
Abnormal 0.74 0.64 0.71 0.71 0.72 0.67
Pneumonia 0.91 0.84 0.82 0.88 0.88 0.73
COVID-19 0.84 0.86 0.87 0.84 0.86 0.94
Sensitivity
Normal 0.91 0.91 0.94 0.88 0.94 0.62
Abnormal 0.60 0.40 0.44 0.60 0.63 0.42
Pneumonia 0.25 0.25 0.38 0.38 0.25 1.0
COVID-19 0.71 0.41 0.35 0.41 0.41 0.82
F1-score
Normal 0.88 0.73 0.72 0.81 0.83 0.74
Abnormal 0.67 0.49 0.57 0.64 0.66 0.52
Pneumonia 0.31 0.20 0.25 0.33 0.25 0.37
COVID-19 0.60 0.50 0.48 0.47 0.50 0.82
PPV
Normal 0.85 0.62 0.59 0.76 0.75 0.91
Abnormal 0.74 0.63 0.79 0.68 0.69 0.69
Pneumonia 0.40 0.17 0.19 0.30 0.25 0.23
COVID-19 0.52 0.64 0.75 0.54 0.64 0.82

Top results are shown in bold.