Table 7.
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 |