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. Author manuscript; available in PMC: 2021 Jun 10.
Published in final edited form as: Int J Med Inform. 2021 Jan 28;148:104402. doi: 10.1016/j.ijmedinf.2021.104402

Table 4.

Comparative performance metrics for the best performing model (DenseNet121 - Not Pretrained) vs. a poorly performing model (Resnet34 - Pretrained).

DenseNet121 - Not Pretrained (High Accuracy) Resnet34 - Pretrained (Poorer Accuracy)
Positive Predictive Value 93.3 % 85.1 %
Negative Predictive Value 75.5 % 46.6 %
Accuracy 88.6 % 71.4 %
F1 Score 88.2 % 72.6 %
ROC AUC 0.95 0.84
Sensitivity 90.1 % 74.1 %
Specificity 82.4 % 63.6 %