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In order to select the appropriate model, we employed an objective function comprised of specificity values, the proportion of true negatives identified within decoys excluded from training, the percentage of active compounds identified from the family, and the percentage of compounds from the binding database not associated with the family, then we established an ML model for each family, as delineated in Table 4

Zhang M, Cui J, Chen H, Cheng Y, Chen Q, Zong F, et al

A high AUC alone does not equate to a translatable clinical tool

To illustrate my point, look at the photo below (left side) which was the first image taken of the very same frog

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