Predicting haemoglobin deferral using machine learning models: Can we use the same prediction model across countries?
Amber MeulenbeldJarkko ToivonenMarieke VinkenoogTinus BritsRonel SwanevelderDorien de ClippelVeerle CompernolleSurendra KarkiMarijke WelvaertKatja van den HurkJoost van RosmalenEmmanuel LesaffreMart P JanssenMikko ArvasPublished in: Vox sanguinis (2024)
Our results suggest that Hb deferral prediction models trained in different blood establishments perform similarly within different validation datasets, regardless of the deferral rate of their training data. Models learn similar associations in different blood establishments.