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. 2022 Jan 18;161:113730. doi: 10.1016/j.dss.2022.113730

Table 7.

Prediction model results comparison with similar studies.

Article Context Readmission window Approach Model metrics
Present study COVID-19 7-day GA + DNN Acc = 0.874
Sens = 0.719
Precision = 0.691
F1 = 0.704
G-mean = 0.812
AUC = 0.883
[81] General 30-day Decision Tree Acc = 0.772
Sens = 0.402
F1 = 0.494
AUC = 0.732
[82] General 3-day Gradient Boosting Sens = 0.16
Precision = 0.75
AUC = 0.76
[82] General 9-day Gradient Boosting Sens = 0.23
Precision = 0.70
AUC = 0.75
[83] General 3-day DNN Acc = 0.680
Sens = 0.679
AUC = 0.755
[48] General 3-day Ensemble Acc = 0.957
AUC = 0.61