Skip to main content

Table 5 Experimental results on test set

From: Using predictive process monitoring to assist thrombolytic therapy decision-making for ischemic stroke patients

Clinical application Prediction model ACC Precision Recall F1 AUC
throm Non-throm throm Non-throm throm Non-throm
Intravenous thrombolysis DT without control flow 0.87 0.49 0.96 0.77 0.89 0.60 0.92 0.83
DT with control flow 0.93 0.64 0.99 0.96 0.92 0.77 0.96 0.94
RF without control flow 0.88 0.51 0.99 0.93 0.87 0.65 0.93 0.90
RF with control flow 0.96 0.82 0.98 0.88 0.97 0.85 0.98 0.93
Clinical guidelines 0.91 0.64 0.95 0.68 0.95 0.66 0.95 0.81
Arterial thrombolysis DT without control flow 0.74 0.29 0.93 0.62 0.76 0.39 0.83 0.69
DT with control flow 0.85 0.48 0.97 0.82 0.86 0.60 0.91 0.84
RF without control flow 0.82 0.39 0.92 0.54 0.86 0.45 0.89 0.70
RF with control flow 0.91 0.65 0.96 0.76 0.93 0.70 0.95 0.85
Clinical guidelines 0.89 0.73 0.91 0.36 0.98 0.48 0.94 0.67