Paul Dixon Predict Failure Before the X-Ray Predicting Failure Before the X-Ray: A Machine Learning Approach to PRPE Quality Control BRAND? E, D, C → PASS A,B,Other DEPT + AGE? REJECT PASS REJECT AUC 87% 97% Predictive Modelling · Kellens et al... Apron Care Compliance QC Testing Radiation Protection