Artificial Intelligence can be an incredibly powerful tool, but it will never be perfect. In order for it to be valuable, AI needs to be trusted and understood. How do we build AI models and empower humans to deal with AI errors? In this case study we discuss automatically assigning ICD10 codes to patient admissions at multiple hospitals, based on EHRs using text analysis and federated learning..