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[Preprint]. 2024 Nov 6:rs.3.rs-5046441. Originally published 2024 Sep 9. [Version 2] doi: 10.21203/rs.3.rs-5046441/v2

Table 3:

Average performance and [95% confidence intervals] for logistic regression model using all features in the different testing sets

Training set Testing set Accuracy Specificity F1-score Recall Precision AUROC AUPRC
MGH+BIDMC BIDMC 0.86
[0.84–0.87]
0.86
[0.83–0.87]
0.84
[0.82–0.86]
0.85
[0.83–0.88]
0.82
[0.80–0.84]
0.92
[0.91–0.94]
0.91
[0.90–0.93]
MGH BIDMC 0.90
[0.89–0.92]
0.92
[0.91–0.93]
0.83
[0.81–0.85]
0.88
[0.86–0.90]
0.79
[0.77–0.83]
0.95
[0.93–0.96]
0.90
[0.89–0.92]
BIDMC MGH 0.94
[0.94–0.95]
0.96
[0.96–0.97]
0.91
[0.89–0.92]
0.90
[0.88–0.91]
0.91
[0.91–0.93]
0.98
[0.97–0.98]
0.98
[0.97–0.98]
MGH+BIDMC MGH 0.93
[0.92–0.95]
0.96
[0.95–0.98]
0.93
[0.92–0.95]
0.91
[0.88–0.92]
0.96
[0.94–0.99]
0.98
[0.97–0.99]
0.98
[0.98–0.99]
MGH+BIDMC MGH+BIDMC 0.89
[0.88–0.90]
0.90
[0.89–0.92]
0.88
[0.87–0.90]
0.88
[0.86–0.90]
0.88
[0.88–0.91]
0.95
[0.94–0.96]
0.95
[0.94–0.96]

The bootstrapping results in 95% confidence intervals are in parenthesis. ACC - accuracy, Spec - specificity, AP - average precision, AUROC - Area under the receiver operating characteristic curve, AUPRC - area under the precision-recall curve. Data Sets: MGH: Data derived from Massachusetts General Hospital. BI: Data derived from Beth Israel Deaconess Medical Center. MGH+ BIDMC: Data derived from Massachusetts General Hospital and Beth Israel Deaconess Medical Center.