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. 2022 Nov 2;12:18466. doi: 10.1038/s41598-022-22731-x

Table 2.

Slide-wise performance on the external dataset of the HGH cohort.

Accuracy NPVa Specificity Sensitivity Precision F1-score AUROCb AUPRCc
Before transfer learning 0.77 0.95 0.77 0.71 0.29 0.29 0.77 0.38
After transfer learning 0.92 0.98 0.92 0.86 0.60 0.71 0.88 0.65
Performance gain (value, %)  + 0.15 (19.48)  + 0.03 (3.16)  + 0.15 (19.48)  + 0.15 (21.13)  + 0.31 (106.90)  + 0.42 (144.83)  + 0.11 (14.29)  + 0.27 (71.05)

aNegative predictive value.

bThe area under the receiver-operating characteristics curve.

cThe area under the precision-recall curve.