Mann–Whitney U Test
AUC = U/(n1 n2) holds for the positive group’s U. Using min(U1, U2) turns 0.9600 into 0.0400.
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Isotonic Regression
Non-decreasing fitted values can correct monotone probability distortions. Scikit-learn uses linear interpolation between fitted knots, and small calibration samples can overfit.