Her training includes an MD, Masters and PhD in Clinical pathology from Ain Shams University in Egypt, as well as a Masters degree in Medical Informatics from the University of Pittsburgh School of Medicine, where she was an NLM fellow. Her research interests in the SlideTutor group include HCI abstraction, evaluation of natural language tutoring, and metacognition.