MF was a consultant for ProofDx, a start-up company creating a point of care diagnostic test for COVID-19; is an advisor for SIGNAL1, a start-up company deploying machine learned models to improve inpatient care; has been an expert witness on content unrelated to this work; and holds a provisional patent for an AI model that predicts acute dialysis.