From: Using machine learning of clinical data to diagnose COVID-19: a systematic review and meta-analysis
Continuous Variable | ||||
---|---|---|---|---|
Clinical Variable | # of Data | mean | median | variance |
Age | 389 | 38.91306 | 39 | 21.85783 |
NumberOfFamilyMembersInfected | 54 | 3.37037 | 2 | 2.6338 |
neutrophil | 103 | 6.854078 | 3.31 | 12.62838 |
SerumLevelsOfWhiteBloodCell | 130 | 7.031223 | 5.965 | 4.250785 |
lymphocytes | 135 | 2.022841 | 0.98 | 4.207139 |
Plateletes | 50 | 220.32 | 185.5 | 146.3334 |
CReactiveProteinLevels | 139 | 31.18187 | 15 | 40.4953 |
Eosinophils | 8 | 0.06125 | 0.01 | 0.070078 |
RedBloodCells | 4 | 4.225 | 4.205 | 0.189011 |
Hemoglobin | 24 | 45.5 | 14.5 | 49.99953 |
Procalcitonin | 33 | 2.586394 | 0.07 | 12.54482 |
DurationOfIllness | 88 | 14.06818 | 12 | 8.970653 |
DaysToDeath | 3 | 12.66667 | 12 | 6.548961 |
DaysBeforeSymptomsAppear | 38 | 7.368421 | 6 | 5.142297 |
NumberOfAffectedLobes | 24 | 1.75 | 2 | 1.163687 |
TimeBetweenAdmissionAndDiagnosis | 47 | 5.893617 | 6 | 4.116568 |
bodyTemperature | 67 | 37.6209 | 37.5 | 0.972999 |
Hematocrit | 7 | 0.320286 | 0.355 | 0.078175 |
ActivatedPartialThromboplastinTime | 9 | 33.18889 | 33.4 | 3.642784 |
fibrinogen | 9 | 3.685556 | 3.91 | 0.752184 |
urea | 19 | 3.123158 | 3 | 0.863884 |
Discrete Variable | ||||
Variables | Number | Percentage | ||
Sex | ||||
M | 194 | 49.4898 | ||
F | 198 | 50.5102 | ||
Community Transmission | ||||
Yes | 93 | 37.5 | ||
No | 46 | 18.54839 | ||
No/Wuhan | 109 | 43.95161 | ||
Neutrophil | ||||
low | 15 | 11.81102 | ||
normal | 83 | 65.35433 | ||
high | 29 | 22.83465 | ||
Serum Levels Of White Blood Cell | ||||
low | 55 | 32.35294 | ||
normal | 94 | 55.29412 | ||
high | 21 | 12.35294 | ||
Lymphocytes | ||||
low | 86 | 48.86364 | ||
normal | 73 | 41.47727 | ||
high | 17 | 9.659091 | ||
C Reactive Protein (CRP) Levels | ||||
normal | 60 | 37.97468 | ||
high | 98 | 62.02532 | ||
CT Scan Results | ||||
pos | 124 | 89.20863 | ||
neg | 15 | 10.79137 | ||
RT-PCR Results | ||||
pos | 100 | 96.15385 | ||
neg | 4 | 3.846154 | ||
X-ray Result | ||||
pos | 35 | 74.46809 | ||
neg | 12 | 25.53191 | ||
GGO | ||||
Yes | 92 | 96.84211 | ||
No | 3 | 3.157895 | ||
Diarrhea | ||||
Yes | 30 | 45.45455 | ||
No | 36 | 54.54545 | ||
Fever | ||||
Yes | 261 | 91.25874 | ||
No | 25 | 8.741259 | ||
Coughing | ||||
Yes | 164 | 82.82828 | ||
No | 34 | 17.17172 | ||
Shortness Of Breath | ||||
Yes | 45 | 60 | ||
No | 30 | 40 | ||
Sore Throat | ||||
Yes | 37 | 60.65574 | ||
No | 24 | 39.34426 | ||
Nausea/Vomiting | ||||
Yes | 18 | 52.94118 | ||
No | 16 | 47.05882 | ||
Pregnant | ||||
Yes | 43 | 66.15385 | ||
No | 22 | 33.84615 | ||
Fatigue | ||||
Yes | 8 | 61.53846 | ||
No | 5 | 38.46154 |