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. 2021 Apr 8;23(4):e27293. doi: 10.2196/27293

Table 4.

The average importance and SD for each feature for the MLP and SVM models and the balanced data sets.

Data sets and features MLPa, mean (SD) SVMb, mean (SD)
RT-PCRc balanced

Gender 0.236 (0.013) 0.230 (0.013)

Health professional 0.048 (0.005) 0.042 (0.005)

Fever 0.262 (0.013) 0.257 (0.013)

Sore throat 0.103 (0.006) 0.098 (0.006)

Dyspnea 0.096 (0.007) 0.088 (0.007)

Olfactory disorders 0.027 (0.004) 0.015 (0.004)

Cough 0.084 (0.008) 0.078 (0.007)

Coryza 0.025 (0.004) 0.013 (0.004)

Taste disorders 0.031 (0.004) 0.020 (0.004)

Headache 0.023 (0.003) 0.002 (0.003)
Rapid balanced

Gender 0.120 (0.009) 0.117 (0.010)

Health professional 0.033 (0.006) 0.029 (0.005)

Fever 0.115 (0.010) 0.105 (0.011)

Sore throat 0.012 (0.005) 0.023 (0.004)

Dyspnea 0.177 (0.013) 0.177 (0.014)

Olfactory disorders 0.157 (0.012) 0.149 (0.012)

Cough 0.082 (0.009) 0.076 (0.008)

Coryza 0.064 (0.006) 0.058 (0.006)

Taste disorders 0.072 (0.007) 0.055 (0.006)

Headache 0.036 (0.006) 0.028 (0.005)
Both balanced

Gender 0.161 (0.007) 0.154 (0.007)

Health professional 0.025 (0.004) 0.024 (0.004)

Fever 0.207 (0.010) 0.193 (0.009)

Sore throat 0.084 (0.005) 0.075 (0.005)

Dyspnea 0.078 (0.006) 0.088 (0.006)

Olfactory disorders 0.055 (0.006) 0.049 (0.005)

Cough 0.062 (0.005) 0.071 (0.005)

Coryza 0.035 (0.003) 0.046 (0.003)

Taste disorders 0.071 (0.006) 0.068 (0.005)

Headache 0.051 (0.005) 0.045 (0.005)

aMLP: multilayer perceptron.

bSVM: support vector machine.

cRT-PCR: reverse transcription polymerase chain reaction.