A Pilot, Predictive Surveillance Model in Pharmacovigilance Using Machine Learning Approaches.

This model demonstrated acceptable accuracy for safety signal detection and potential for earlier detection when compared to humans. Expert judgment, flexibility, and critical thinking are essential human skills required for the final, accurate assessment of adverse event cases.