Table 1

Weight of trained artificial neural network for PCR response

First hidden layerSecond hidden layer
Node 1Node 2Node 3Node 4Node 5Node 1Node 2Node 3
Input layerDrug addiction
No0.12−0.822−0.4140.053−0.503
Yes−0.80.32−0.0550.2110.241
Respiratory rate
5–10−0.271−0.1330.2280.143−0.343
10–140.020.420.412−0.1190.216
14–18−0.548−0.173−0.0320.149−0.408
18–220.087−0.3090.250.2580.297
22–280.153−0.241−0.289−0.0490.288
≥28−0.2120.2910.026−0.251−0.203
Contact
No−0.002−0.1150.361−0.360.517
Yes0.345−0.247−0.169−0.277−0.264
Cough
No0.0320.428−0.1970.4710.408
Yes−0.2510.2710.3250.2320.064
Sore throat
No0.436−0.439−0.182−0.3190.397
Yes0.373−0.2340.2640.399−0.505
Chest pain
No0.442−0.433−0.445−0.357−0.141
Yes0.356−0.390.1920.212−0.088
Dyspnoea
No−0.3140.210.216−0.4740.319
Yes0.146−0.248−0.2250.4320.222
Respiratory distress
No−0.6250.1150.562−0.3670.003
Yes0.444−0.761−0.018−0.594−0.313
Dizziness
No−0.303−0.0190.0770.110.071
Yes0.001−0.05−0.41−0.0760.427
Headache
No−0.046−0.1440.358−0.358−0.128
Yes−0.369−0.19−0.1960.2910.021
Myalgia
No−0.2970.3160.1640.435−0.044
Yes0.299−0.2540.2170.118−0.374
Reduced consciousness
No0.448−0.179−0.39−0.343−0.259
Yes−0.1330.228−0.0540.2220.027
Hyposmia
No0.2580.0240.298−0.455−0.396
Yes0.340.0750.338−0.33−0.467
Paresis
No0.1270.3480.072−0.1170.16
Yes0.0040.3950.2780.3960.152
Weakness
No0.641−0.2630.250.2720.377
Yes0.033−0.259−0.257−0.438−0.031
Tremor
No0.183−0.327−0.21−0.141−0.123
Yes0.170.5070.0240.3770.089
Nausea
No−0.1840.3420.0860.4130.304
Yes−0.0920.3−0.223−0.194−0.336
Vomiting
No0.183−0.0750.2510.1420.252
Yes0.2070.2840.0420.4220.102
Diarrhoea
No−0.262−0.1030.465−0.1030.027
Yes0.5050.169−0.38−0.124−0.356
Anorexia
No−0.2710.323−0.007−0.019−0.228
Yes0.1010.197−0.1760.199−0.216
Age0.244−0.1930.09−0.154−0.18
Duration10.058−0.782−0.18−0.86−0.06
Saturation by pulse oximetry−0.6780.45−0.144−0.0190.452
Temperature−0.4390.36−0.0390.085−0.086
Second hidden layerNode 10.3060.1110.151−0.2740.055
Node 2−1.0570.492−0.427−0.0531.392
Node 30.215−0.106−0.21−0.0170.007
Output layerPCR
Negative0.7070.963−0.054
Positive−0.721−0.7920.317