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. 2021 Jul 13;111:107692. doi: 10.1016/j.asoc.2021.107692

Table 3.

Accuracy results with the COVID-19 cases gathered from the Chinese paediatric repository available in [28]. LB stands for label balancing, with usual weight correction for the supervised model, and the proposed PBC for the MixMatch model.

SSDL COVID-19 COVID-19+ LB nl=10
nl=15
nl=20
x¯ s x¯ s x¯ s
No 50%
50%
NA
0.882
0.077
0.868
0.080
0.925
0.039
70% 30% Yes 0.812 0.050 0.815 0.089 0.883 0.048


No
0.823
0.048
0.815
0.087
0.868
0.064
80% 20% Yes 0.857 0.107 0.898 0.052 0.930 0.053
No 0.823 0.125 0.872 0.066 0.930 0.037

Yes 50%
50%
NA
0.945
0.036
0.950
0.026
0.963
0.028
70% 30% Yes 0.925 0.042 0.930 0.053 0.943 0.034


No
0.902
0.058
0.898
0.091
0.915
0.044
80% 20% Yes 0.947 0.037 0.957 0.022 0.962 0.028
No 0.847 0.122 0.857 0.141 0.895 0.042