Frozen Hematology AI Models Lose Accuracy and Calibration Under Acquisition Shift, Study Finds
An audit of 15 frozen hematology, pathology and general-vision foundation models reports steep drops in cross-dataset accuracy and confidence calibration when white-blood-cell images come from different acquisition conditions.